From 03271071f14a672368a2987b2b05ad8f9910bf39 Mon Sep 17 00:00:00 2001 From: Yongho Kim Date: Thu, 16 Nov 2023 10:09:56 -0600 Subject: [PATCH 1/7] Updated job_viewer.py to include node perf --- scripts/analysis/Untitled.ipynb | 1671 +++++++++++++++---------- scripts/analysis/job_viewer.py | 47 +- scripts/analysis/smoke_detector.ipynb | 1318 +++++++++++++++++++ scripts/analysis/utils.py | 1 + 4 files changed, 2387 insertions(+), 650 deletions(-) create mode 100644 scripts/analysis/smoke_detector.ipynb diff --git a/scripts/analysis/Untitled.ipynb b/scripts/analysis/Untitled.ipynb index cb0a9e1..8fc6d12 100644 --- a/scripts/analysis/Untitled.ipynb +++ b/scripts/analysis/Untitled.ipynb @@ -11,152 +11,23 @@ "import json\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", - "from sage_data_client import query" + "from sage_data_client import query\n", + "import utils" ] }, { "cell_type": "code", - "execution_count": 2, - "id": "edad15d6", - "metadata": {}, - "outputs": [], - "source": [ - "def get_events(vsn):\n", - " return query(\n", - " start=\"-12h\",\n", - " filter={\n", - " \"name\": \"sys.scheduler.status.plugin.*\",\n", - " \"vsn\": vsn.upper(),\n", - " }\n", - " )\n", - "\n", - "def parse_events(df):\n", - " v = []\n", - " for _, row in df.iterrows():\n", - " r = json.loads(row.value)\n", - " r[\"timestamp\"] = row.timestamp.isoformat()\n", - " r[\"node\"] = row[\"meta.node\"]\n", - " r[\"vsn\"] = row[\"meta.vsn\"]\n", - " r[\"event\"] = row[\"name\"]\n", - " v.append(r)\n", - " return pd.read_json(json.dumps(v))\n", - "\n", - "def get_plugins(df):\n", - " return df.plugin_name.unique()\n", - "\n", - "def fill_completion_failure(df):\n", - " # Filter only events related to plugin execution\n", - " launched = df[df.event.str.contains(\"launched\")]\n", - " completed = df[df.event.str.contains(\"complete\")]\n", - " failed = df[df.event.str.contains(\"failed\")]\n", - " for index, p in launched.iterrows():\n", - " found = completed[completed.k3s_pod_name == p.k3s_pod_name]\n", - " if len(found) > 0:\n", - " launched.loc[index, \"completed_at\"] = found.iloc[0].timestamp\n", - " launched.loc[index, \"end_state\"] = \"completed\"\n", - " else:\n", - " found = failed[failed.k3s_pod_name == p.k3s_pod_name]\n", - " if len(found) > 0:\n", - " launched.loc[index, \"failed_at\"] = found.iloc[0].timestamp\n", - " launched.loc[index, \"reason\"] = found.iloc[0].reason\n", - " print(launched.loc[index, \"reason\"])\n", - " if \"error_log\" in found.iloc[0]:\n", - " print(found.iloc[0][\"error_log\"])\n", - " launched.loc[index, \"end_state\"] = \"failed\"\n", - " else:\n", - " launched.loc[index, \"end_state\"] = \"unknown\"\n", - " return launched\n", - "\n", - "def get_statistics(df):\n", - " stats = {}\n", - " for name, df in plugins:\n", - " df.iloc[0].vsn\n", - " n_completed = len(df[df.completed_at.notnull() == True])\n", - " n_failed = len(df[df.failed_at.notnull() == True])\n", - " n_unknown = len(df[(df.completed_at.isnull()) & (df.failed_at.isnull())])\n", - " stats[name] = pd.Series(name=name, data=[n_completed, n_failed, n_unknown, df.iloc[0].vsn], index=[\"completed\", \"failed\", \"unknown\", \"vsn\"])\n", - " out = pd.DataFrame(stats)\n", - " return out\n" - ] - }, - { - "cell_type": "code", - "execution_count": 3, + "execution_count": 14, "id": "cb6bcaed", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Error\n", - ":30:20 model yolov7.pt loaded\n", - "2022/11/11 12:30:20 cut-out confidence level is set to 0.25\n", - "2022/11/11 12:30:20 IOU level is set to 0.45\n", - "2022/11/11 12:30:20 object counter starts...\n", - "/usr/local/lib/python3.6/dist-packages/torch/nn/functional.py:718: UserWarning: Named tensors and all their associated APIs are an experimental feature and subject to change. Please do not use them for anything important until they are released as stable. (Triggered internally at /media/nvidia/NVME/pytorch/pytorch-v1.9.0/c10/core/TensorImpl.h:1156.)\n", - " return torch.max_pool2d(input, kernel_size, stride, padding, dilation, ceil_mode)\n", - "Fusing layers... \n", - "RepConv.fuse_repvgg_block\n", - "RepConv.fuse_repvgg_block\n", - "RepConv.fuse_repvgg_block\n", - "Traceback (most recent call last):\n", - " File \"/app/app.py\", line 192, in \n", - " run(args)\n", - " File \"/app/app.py\", line 131, in run\n", - " plugin.publish(f'{TOPIC_TEMPLATE}.{object_found}', count, timestamp=sample.timestamp)\n", - " File \"/usr/local/lib/python3.6/dist-packages/waggle/plugin/plugin.py\", line 135, in pub\n", - "Error\n", - ":31:09 model yolov7.pt loaded\n", - "2022/11/11 12:31:09 cut-out confidence level is set to 0.25\n", - "2022/11/11 12:31:09 IOU level is set to 0.45\n", - "2022/11/11 12:31:09 object counter starts...\n", - "/usr/local/lib/python3.6/dist-packages/torch/nn/functional.py:718: UserWarning: Named tensors and all their associated APIs are an experimental feature and subject to change. Please do not use them for anything important until they are released as stable. (Triggered internally at /media/nvidia/NVME/pytorch/pytorch-v1.9.0/c10/core/TensorImpl.h:1156.)\n", - " return torch.max_pool2d(input, kernel_size, stride, padding, dilation, ceil_mode)\n", - "Fusing layers... \n", - "RepConv.fuse_repvgg_block\n", - "RepConv.fuse_repvgg_block\n", - "RepConv.fuse_repvgg_block\n", - "Traceback (most recent call last):\n", - " File \"/app/app.py\", line 192, in \n", - " run(args)\n", - " File \"/app/app.py\", line 131, in run\n", - " plugin.publish(f'{TOPIC_TEMPLATE}.{object_found}', count, timestamp=sample.timestamp)\n", - " File \"/usr/local/lib/python3.6/dist-packages/waggle/plugin/plugin.py\", line 135, in pub\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/var/folders/tr/7n6yv5q54t73qs20cl85h5xm0000gn/T/ipykernel_1722/4057649119.py:32: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame.\n", - "Try using .loc[row_indexer,col_indexer] = value instead\n", - "\n", - "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", - " launched.loc[index, \"completed_at\"] = found.iloc[0].timestamp\n", - "/var/folders/tr/7n6yv5q54t73qs20cl85h5xm0000gn/T/ipykernel_1722/4057649119.py:33: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame.\n", - "Try using .loc[row_indexer,col_indexer] = value instead\n", - "\n", - "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", - " launched.loc[index, \"end_state\"] = \"completed\"\n", - "/var/folders/tr/7n6yv5q54t73qs20cl85h5xm0000gn/T/ipykernel_1722/4057649119.py:37: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame.\n", - "Try using .loc[row_indexer,col_indexer] = value instead\n", - "\n", - "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", - " launched.loc[index, \"failed_at\"] = found.iloc[0].timestamp\n" - ] - } - ], + "outputs": [], "source": [ - "w01e = fill_completion_failure(parse_events(get_events(\"w01e\")))" + "w039 = utils.fill_completion_failure(utils.parse_events(utils.get_data(\"W039\", start=\"-7d\")))" ] }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 19, "id": "a4c5337f", "metadata": {}, "outputs": [ @@ -182,8 +53,7 @@ " \n", " \n", " goal_id\n", - " k3s_job_name\n", - " k3s_job_status\n", + " k3s_pod_instance\n", " k3s_pod_name\n", " k3s_pod_node_name\n", " k3s_pod_status\n", @@ -191,116 +61,1055 @@ " plugin_image\n", " plugin_name\n", " plugin_selector\n", - " ...\n", + " plugin_task\n", + " reason\n", " timestamp\n", " node\n", " vsn\n", " event\n", - " error_log\n", - " reason\n", - " return_code\n", - " completed_at\n", - " end_state\n", " failed_at\n", + " end_state\n", " \n", " \n", " \n", " \n", - " 106\n", - " 07763131-652f-476e-7bcf-38b2cfc8e6b3\n", - " object-counter-right\n", - " NaN\n", - " object-counter-right-6pctn\n", - " 000048b02d15bc3d.ws-nxcore\n", + " 7\n", + " 610fd592-cc28-4223-4057-db0021d0bda6\n", + " lorawan-listener-nE1aYf\n", + " lorawan-listener\n", + " 000048b02d15bc8c.ws-nxcore\n", " Pending\n", - " -stream right -all-objects\n", - " registry.sagecontinuum.org/yonghokim/object-co...\n", - " object-counter-right\n", - " {\"resource.gpu\":\"true\"}\n", - " ...\n", - " 2022-11-11 12:30:02.529300327+00:00\n", - " 000048b02d15bc3d\n", - " W01E\n", + " \n", + " registry.sagecontinuum.org/flozano/lorawan-lis...\n", + " lorawan-listener\n", + " null\n", + " lorawan-listener\n", + " Cleaning up the plugin due to deletion of the ...\n", + " 2023-09-19 20:39:12.172664929+00:00\n", + " 000048b02d15bc8c\n", + " W039\n", " sys.scheduler.status.plugin.launched\n", - " NaN\n", - " Error\n", - " NaN\n", - " NaT\n", + " 2023-09-19 21:32:15.599527865+00:00\n", " failed\n", - " 2022-11-11 12:30:43.862125032+00:00\n", " \n", " \n", - " 107\n", - " 07763131-652f-476e-7bcf-38b2cfc8e6b3\n", - " object-counter-right\n", - " NaN\n", - " object-counter-right-2h82f\n", - " 000048b02d15bc3d.ws-nxcore\n", + " 8\n", + " 610fd592-cc28-4223-4057-db0021d0bda6\n", + " lorawan-listener-nE1aYf\n", + " lorawan-listener\n", + " 000048b02d15bc8c.ws-nxcore\n", + " Running\n", + " \n", + " registry.sagecontinuum.org/flozano/lorawan-lis...\n", + " lorawan-listener\n", + " null\n", + " lorawan-listener\n", + " Cleaning up the plugin due to deletion of the ...\n", + " 2023-09-19 21:32:13.044672540+00:00\n", + " 000048b02d15bc8c\n", + " W039\n", + " sys.scheduler.status.plugin.launched\n", + " 2023-09-19 21:32:15.599527865+00:00\n", + " failed\n", + " \n", + " \n", + " 9\n", + " 232efc11-2634-4314-668d-b2a4f3039385\n", + " lorawan-listener-GJJWzu\n", + " lorawan-listener\n", + " 000048b02d15bc8c.ws-nxcore\n", " Pending\n", - " -stream right -all-objects\n", - " registry.sagecontinuum.org/yonghokim/object-co...\n", - " object-counter-right\n", - " {\"resource.gpu\":\"true\"}\n", - " ...\n", - " 2022-11-11 12:30:51.354131854+00:00\n", - " 000048b02d15bc3d\n", - " W01E\n", + " \n", + " registry.sagecontinuum.org/flozano/lorawan-lis...\n", + " lorawan-listener\n", + " null\n", + " lorawan-listener\n", + " Cleaning up the plugin due to deletion of the ...\n", + " 2023-09-19 21:39:02.007398102+00:00\n", + " 000048b02d15bc8c\n", + " W039\n", + " sys.scheduler.status.plugin.launched\n", + " 2023-09-19 22:01:07.859763261+00:00\n", + " failed\n", + " \n", + " \n", + " 10\n", + " 9f37b49b-b62e-42da-76e3-04a8e37e453f\n", + " lorawan-listener-lorLCT\n", + " lorawan-listener\n", + " 000048b02d15bc8c.ws-nxcore\n", + " Pending\n", + " \n", + " registry.sagecontinuum.org/flozano/lorawan-lis...\n", + " lorawan-listener\n", + " null\n", + " lorawan-listener\n", + " Cleaning up the plugin due to deletion of the ...\n", + " 2023-09-19 22:01:11.998240797+00:00\n", + " 000048b02d15bc8c\n", + " W039\n", + " sys.scheduler.status.plugin.launched\n", + " 2023-09-20 15:14:26.955122529+00:00\n", + " failed\n", + " \n", + " \n", + " 11\n", + " 9f37b49b-b62e-42da-76e3-04a8e37e453f\n", + " lorawan-listener-lorLCT\n", + " lorawan-listener\n", + " 000048b02d15bc8c.ws-nxcore\n", + " Running\n", + " \n", + " registry.sagecontinuum.org/flozano/lorawan-lis...\n", + " lorawan-listener\n", + " null\n", + " lorawan-listener\n", + " Cleaning up the plugin due to deletion of the ...\n", + " 2023-09-19 22:51:02.324678015+00:00\n", + " 000048b02d15bc8c\n", + " W039\n", + " sys.scheduler.status.plugin.launched\n", + " 2023-09-20 15:14:26.955122529+00:00\n", + " failed\n", + " \n", + " \n", + " 12\n", + " 9f37b49b-b62e-42da-76e3-04a8e37e453f\n", + " lorawan-listener-lorLCT\n", + " lorawan-listener\n", + " 000048b02d15bc8c.ws-nxcore\n", + " Running\n", + " \n", + " registry.sagecontinuum.org/flozano/lorawan-lis...\n", + " lorawan-listener\n", + " null\n", + " lorawan-listener\n", + " Cleaning up the plugin due to deletion of the ...\n", + " 2023-09-19 23:23:55.077401919+00:00\n", + " 000048b02d15bc8c\n", + " W039\n", + " sys.scheduler.status.plugin.launched\n", + " 2023-09-20 15:14:26.955122529+00:00\n", + " failed\n", + " \n", + " \n", + " 13\n", + " 9f37b49b-b62e-42da-76e3-04a8e37e453f\n", + " lorawan-listener-lorLCT\n", + " lorawan-listener\n", + " 000048b02d15bc8c.ws-nxcore\n", + " Running\n", + " \n", + " registry.sagecontinuum.org/flozano/lorawan-lis...\n", + " lorawan-listener\n", + " null\n", + " lorawan-listener\n", + " Cleaning up the plugin due to deletion of the ...\n", + " 2023-09-20 00:03:11.142064994+00:00\n", + " 000048b02d15bc8c\n", + " W039\n", + " sys.scheduler.status.plugin.launched\n", + " 2023-09-20 15:14:26.955122529+00:00\n", + " failed\n", + " \n", + " \n", + " 14\n", + " 9f37b49b-b62e-42da-76e3-04a8e37e453f\n", + " lorawan-listener-lorLCT\n", + " lorawan-listener\n", + " 000048b02d15bc8c.ws-nxcore\n", + " Running\n", + " \n", + " registry.sagecontinuum.org/flozano/lorawan-lis...\n", + " lorawan-listener\n", + " null\n", + " lorawan-listener\n", + " Cleaning up the plugin due to deletion of the ...\n", + " 2023-09-20 00:56:51.231244904+00:00\n", + " 000048b02d15bc8c\n", + " W039\n", + " sys.scheduler.status.plugin.launched\n", + " 2023-09-20 15:14:26.955122529+00:00\n", + " failed\n", + " \n", + " \n", + " 15\n", + " 9f37b49b-b62e-42da-76e3-04a8e37e453f\n", + " lorawan-listener-lorLCT\n", + " lorawan-listener\n", + " 000048b02d15bc8c.ws-nxcore\n", + " Running\n", + " \n", + " registry.sagecontinuum.org/flozano/lorawan-lis...\n", + " lorawan-listener\n", + " null\n", + " lorawan-listener\n", + " Cleaning up the plugin due to deletion of the ...\n", + " 2023-09-20 01:36:30.080080717+00:00\n", + " 000048b02d15bc8c\n", + " W039\n", + " sys.scheduler.status.plugin.launched\n", + " 2023-09-20 15:14:26.955122529+00:00\n", + " failed\n", + " \n", + " \n", + " 16\n", + " 9f37b49b-b62e-42da-76e3-04a8e37e453f\n", + " lorawan-listener-lorLCT\n", + " lorawan-listener\n", + " 000048b02d15bc8c.ws-nxcore\n", + " Running\n", + " \n", + " registry.sagecontinuum.org/flozano/lorawan-lis...\n", + " lorawan-listener\n", + " null\n", + " lorawan-listener\n", + " Cleaning up the plugin due to deletion of the ...\n", + " 2023-09-20 02:08:17.996216236+00:00\n", + " 000048b02d15bc8c\n", + " W039\n", + " sys.scheduler.status.plugin.launched\n", + " 2023-09-20 15:14:26.955122529+00:00\n", + " failed\n", + " \n", + " \n", + " 17\n", + " 9f37b49b-b62e-42da-76e3-04a8e37e453f\n", + " lorawan-listener-lorLCT\n", + " lorawan-listener\n", + " 000048b02d15bc8c.ws-nxcore\n", + " Running\n", + " \n", + " registry.sagecontinuum.org/flozano/lorawan-lis...\n", + " lorawan-listener\n", + " null\n", + " lorawan-listener\n", + " Cleaning up the plugin due to deletion of the ...\n", + " 2023-09-20 02:50:02.037389937+00:00\n", + " 000048b02d15bc8c\n", + " W039\n", + " sys.scheduler.status.plugin.launched\n", + " 2023-09-20 15:14:26.955122529+00:00\n", + " failed\n", + " \n", + " \n", + " 18\n", + " 9f37b49b-b62e-42da-76e3-04a8e37e453f\n", + " lorawan-listener-lorLCT\n", + " lorawan-listener\n", + " 000048b02d15bc8c.ws-nxcore\n", + " Running\n", + " \n", + " registry.sagecontinuum.org/flozano/lorawan-lis...\n", + " lorawan-listener\n", + " null\n", + " lorawan-listener\n", + " Cleaning up the plugin due to deletion of the ...\n", + " 2023-09-20 03:21:36.979644304+00:00\n", + " 000048b02d15bc8c\n", + " W039\n", + " sys.scheduler.status.plugin.launched\n", + " 2023-09-20 15:14:26.955122529+00:00\n", + " failed\n", + " \n", + " \n", + " 19\n", + " 9f37b49b-b62e-42da-76e3-04a8e37e453f\n", + " lorawan-listener-lorLCT\n", + " lorawan-listener\n", + " 000048b02d15bc8c.ws-nxcore\n", + " Running\n", + " \n", + " registry.sagecontinuum.org/flozano/lorawan-lis...\n", + " lorawan-listener\n", + " null\n", + " lorawan-listener\n", + " Cleaning up the plugin due to deletion of the ...\n", + " 2023-09-20 04:20:31.997129555+00:00\n", + " 000048b02d15bc8c\n", + " W039\n", + " sys.scheduler.status.plugin.launched\n", + " 2023-09-20 15:14:26.955122529+00:00\n", + " failed\n", + " \n", + " \n", + " 20\n", + " 9f37b49b-b62e-42da-76e3-04a8e37e453f\n", + " lorawan-listener-lorLCT\n", + " lorawan-listener\n", + " 000048b02d15bc8c.ws-nxcore\n", + " Running\n", + " \n", + " registry.sagecontinuum.org/flozano/lorawan-lis...\n", + " lorawan-listener\n", + " null\n", + " lorawan-listener\n", + " Cleaning up the plugin due to deletion of the ...\n", + " 2023-09-20 04:52:36.459919542+00:00\n", + " 000048b02d15bc8c\n", + " W039\n", + " sys.scheduler.status.plugin.launched\n", + " 2023-09-20 15:14:26.955122529+00:00\n", + " failed\n", + " \n", + " \n", + " 21\n", + " 9f37b49b-b62e-42da-76e3-04a8e37e453f\n", + " lorawan-listener-lorLCT\n", + " lorawan-listener\n", + " 000048b02d15bc8c.ws-nxcore\n", + " Running\n", + " \n", + " registry.sagecontinuum.org/flozano/lorawan-lis...\n", + " lorawan-listener\n", + " null\n", + " lorawan-listener\n", + " Cleaning up the plugin due to deletion of the ...\n", + " 2023-09-20 05:34:20.196457548+00:00\n", + " 000048b02d15bc8c\n", + " W039\n", + " sys.scheduler.status.plugin.launched\n", + " 2023-09-20 15:14:26.955122529+00:00\n", + " failed\n", + " \n", + " \n", + " 22\n", + " 9f37b49b-b62e-42da-76e3-04a8e37e453f\n", + " lorawan-listener-lorLCT\n", + " lorawan-listener\n", + " 000048b02d15bc8c.ws-nxcore\n", + " Running\n", + " \n", + " registry.sagecontinuum.org/flozano/lorawan-lis...\n", + " lorawan-listener\n", + " null\n", + " lorawan-listener\n", + " Cleaning up the plugin due to deletion of the ...\n", + " 2023-09-20 06:10:32.784679150+00:00\n", + " 000048b02d15bc8c\n", + " W039\n", + " sys.scheduler.status.plugin.launched\n", + " 2023-09-20 15:14:26.955122529+00:00\n", + " failed\n", + " \n", + " \n", + " 23\n", + " 9f37b49b-b62e-42da-76e3-04a8e37e453f\n", + " 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09:26:03.593361231+00:00\n", + " 000048b02d15bc8c\n", + " W039\n", + " sys.scheduler.status.plugin.launched\n", + " 2023-09-20 15:14:26.955122529+00:00\n", + " failed\n", + " \n", + " \n", + " 27\n", + " 9f37b49b-b62e-42da-76e3-04a8e37e453f\n", + " lorawan-listener-lorLCT\n", + " lorawan-listener\n", + " 000048b02d15bc8c.ws-nxcore\n", + " Running\n", + " \n", + " registry.sagecontinuum.org/flozano/lorawan-lis...\n", + " lorawan-listener\n", + " null\n", + " lorawan-listener\n", + " Cleaning up the plugin due to deletion of the ...\n", + " 2023-09-20 10:15:02.612325370+00:00\n", + " 000048b02d15bc8c\n", + " W039\n", + " sys.scheduler.status.plugin.launched\n", + " 2023-09-20 15:14:26.955122529+00:00\n", + " failed\n", + " \n", + " \n", + " 28\n", + " 9f37b49b-b62e-42da-76e3-04a8e37e453f\n", + " lorawan-listener-lorLCT\n", + " lorawan-listener\n", + " 000048b02d15bc8c.ws-nxcore\n", + " Running\n", + " \n", + " registry.sagecontinuum.org/flozano/lorawan-lis...\n", + " lorawan-listener\n", 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000048b02d15bc8c.ws-nxcore\n", + " Running\n", + " \n", + " registry.sagecontinuum.org/flozano/lorawan-lis...\n", + " lorawan-listener\n", + " null\n", + " lorawan-listener\n", + " Cleaning up the plugin due to deletion of the ...\n", + " 2023-09-20 12:20:50.101462098+00:00\n", + " 000048b02d15bc8c\n", + " W039\n", + " sys.scheduler.status.plugin.launched\n", + " 2023-09-20 15:14:26.955122529+00:00\n", + " failed\n", + " \n", + " \n", + " 31\n", + " 9f37b49b-b62e-42da-76e3-04a8e37e453f\n", + " lorawan-listener-lorLCT\n", + " lorawan-listener\n", + " 000048b02d15bc8c.ws-nxcore\n", + " Running\n", + " \n", + " registry.sagecontinuum.org/flozano/lorawan-lis...\n", + " lorawan-listener\n", + " null\n", + " lorawan-listener\n", + " Cleaning up the plugin due to deletion of the ...\n", + " 2023-09-20 13:15:52.849962390+00:00\n", + " 000048b02d15bc8c\n", + " W039\n", + " sys.scheduler.status.plugin.launched\n", + " 2023-09-20 15:14:26.955122529+00:00\n", + " failed\n", + " \n", + " \n", + " 32\n", + " 9f37b49b-b62e-42da-76e3-04a8e37e453f\n", + " lorawan-listener-lorLCT\n", + " lorawan-listener\n", + " 000048b02d15bc8c.ws-nxcore\n", + " Running\n", + " \n", + " registry.sagecontinuum.org/flozano/lorawan-lis...\n", + " lorawan-listener\n", + " null\n", + " lorawan-listener\n", + " Cleaning up the plugin due to deletion of the ...\n", + " 2023-09-20 13:50:22.230305777+00:00\n", + " 000048b02d15bc8c\n", + " W039\n", + " sys.scheduler.status.plugin.launched\n", + " 2023-09-20 15:14:26.955122529+00:00\n", + " failed\n", + " \n", + " \n", + " 33\n", + " 9f37b49b-b62e-42da-76e3-04a8e37e453f\n", + " lorawan-listener-lorLCT\n", + " lorawan-listener\n", + " 000048b02d15bc8c.ws-nxcore\n", + " Running\n", + " \n", + " registry.sagecontinuum.org/flozano/lorawan-lis...\n", + " lorawan-listener\n", + " null\n", + " lorawan-listener\n", + " Cleaning up the plugin due to deletion of the ...\n", + " 2023-09-20 14:28:52.520510649+00:00\n", + " 000048b02d15bc8c\n", + " W039\n", + " sys.scheduler.status.plugin.launched\n", + " 2023-09-20 15:14:26.955122529+00:00\n", + " failed\n", + " \n", + " \n", + " 34\n", + " ac5403ac-454a-4d15-43bd-75cca917855f\n", + " lorawan-listener-APqvOX\n", + " lorawan-listener\n", + " 0000e45f014caee8.ws-rpi\n", + " Pending\n", + " \n", + " registry.sagecontinuum.org/flozano/lorawan-lis...\n", + " lorawan-listener\n", + " null\n", + " lorawan-listener\n", + " Cleaning up the plugin due to deletion of the ...\n", + " 2023-09-20 15:14:31.985011022+00:00\n", + " 000048b02d15bc8c\n", + " W039\n", + " sys.scheduler.status.plugin.launched\n", + " 2023-09-20 15:36:24.502385657+00:00\n", + " failed\n", + " \n", + " \n", + " 35\n", + " 4e3e1b08-ebcb-425a-794d-3f790839d8c5\n", + " lorawan-listener-7sz135\n", + " lorawan-listener\n", + " 0000e45f014caee8.ws-rpi\n", + " Pending\n", + " --measurements soil_moisture battery-voltage s...\n", + " registry.sagecontinuum.org/flozano/lorawan-lis...\n", + " lorawan-listener\n", + " null\n", + " lorawan-listener\n", + " Cleaning up the plugin due to deletion of the ...\n", + " 2023-09-21 01:03:31.990657113+00:00\n", + " 000048b02d15bc8c\n", + " W039\n", + " sys.scheduler.status.plugin.launched\n", + " 2023-09-21 02:19:23.786749572+00:00\n", + " failed\n", + " \n", + " \n", + " 36\n", + " 4e3e1b08-ebcb-425a-794d-3f790839d8c5\n", + " lorawan-listener-7sz135\n", + " lorawan-listener\n", + " 0000e45f014caee8.ws-rpi\n", + " Running\n", + " --measurements soil_moisture battery-voltage s...\n", + " registry.sagecontinuum.org/flozano/lorawan-lis...\n", + " lorawan-listener\n", + " null\n", + " lorawan-listener\n", + " Cleaning up the plugin due to deletion of the ...\n", + " 2023-09-21 01:38:31.666814684+00:00\n", + " 000048b02d15bc8c\n", + " W039\n", + " sys.scheduler.status.plugin.launched\n", + " 2023-09-21 02:19:23.786749572+00:00\n", + " failed\n", + " \n", + " \n", + " 37\n", + " 95dd8c63-09a3-48ae-7905-bdfa2ed9cb63\n", + " lorawan-listener-4CdA8I\n", + " lorawan-listener\n", + 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sys.scheduler.status.plugin.launched\n", + " 2023-09-21 22:47:34.085825574+00:00\n", + " failed\n", + " \n", + " \n", + " 39\n", + " a626f786-a2fe-4fac-5502-9be03a17ccde\n", + " lorawan-listener-T96vdz\n", + " lorawan-listener\n", + " 0000e45f014caee8.ws-rpi\n", + " Running\n", + " --collect soil_moisture battery-voltage solar-...\n", + " registry.sagecontinuum.org/flozano/lorawan-lis...\n", + " lorawan-listener\n", + " null\n", + " lorawan-listener\n", + " Cleaning up the plugin due to deletion of the ...\n", + " 2023-09-21 22:14:07.106182226+00:00\n", + " 000048b02d15bc8c\n", + " W039\n", " sys.scheduler.status.plugin.launched\n", - " NaN\n", - " Error\n", - " NaN\n", - " NaT\n", + " 2023-09-21 22:47:34.085825574+00:00\n", + " failed\n", + " \n", + " \n", + " 40\n", + " a626f786-a2fe-4fac-5502-9be03a17ccde\n", + " lorawan-listener-T96vdz\n", + " lorawan-listener\n", + " 0000e45f014caee8.ws-rpi\n", + " Running\n", + " --collect soil_moisture battery-voltage solar-...\n", + " registry.sagecontinuum.org/flozano/lorawan-lis...\n", + " lorawan-listener\n", + " null\n", + " lorawan-listener\n", + " Cleaning up the plugin due to deletion of the ...\n", + " 2023-09-21 22:47:32.499968412+00:00\n", + " 000048b02d15bc8c\n", + " W039\n", + " sys.scheduler.status.plugin.launched\n", + " 2023-09-21 22:47:34.085825574+00:00\n", " failed\n", - " 2022-11-11 12:31:26.158009028+00:00\n", " \n", " \n", "\n", - "

2 rows × 21 columns

\n", "" ], "text/plain": [ - " goal_id k3s_job_name \\\n", - "106 07763131-652f-476e-7bcf-38b2cfc8e6b3 object-counter-right \n", - "107 07763131-652f-476e-7bcf-38b2cfc8e6b3 object-counter-right \n", + " goal_id k3s_pod_instance \n", + "7 610fd592-cc28-4223-4057-db0021d0bda6 lorawan-listener-nE1aYf \\\n", + "8 610fd592-cc28-4223-4057-db0021d0bda6 lorawan-listener-nE1aYf \n", + "9 232efc11-2634-4314-668d-b2a4f3039385 lorawan-listener-GJJWzu \n", + "10 9f37b49b-b62e-42da-76e3-04a8e37e453f lorawan-listener-lorLCT \n", + "11 9f37b49b-b62e-42da-76e3-04a8e37e453f lorawan-listener-lorLCT \n", + "12 9f37b49b-b62e-42da-76e3-04a8e37e453f lorawan-listener-lorLCT \n", + "13 9f37b49b-b62e-42da-76e3-04a8e37e453f lorawan-listener-lorLCT \n", + "14 9f37b49b-b62e-42da-76e3-04a8e37e453f lorawan-listener-lorLCT \n", + "15 9f37b49b-b62e-42da-76e3-04a8e37e453f lorawan-listener-lorLCT \n", + "16 9f37b49b-b62e-42da-76e3-04a8e37e453f lorawan-listener-lorLCT \n", + "17 9f37b49b-b62e-42da-76e3-04a8e37e453f lorawan-listener-lorLCT \n", + "18 9f37b49b-b62e-42da-76e3-04a8e37e453f lorawan-listener-lorLCT \n", + "19 9f37b49b-b62e-42da-76e3-04a8e37e453f lorawan-listener-lorLCT \n", + "20 9f37b49b-b62e-42da-76e3-04a8e37e453f lorawan-listener-lorLCT \n", + "21 9f37b49b-b62e-42da-76e3-04a8e37e453f lorawan-listener-lorLCT \n", + "22 9f37b49b-b62e-42da-76e3-04a8e37e453f lorawan-listener-lorLCT \n", + "23 9f37b49b-b62e-42da-76e3-04a8e37e453f lorawan-listener-lorLCT \n", + "24 9f37b49b-b62e-42da-76e3-04a8e37e453f lorawan-listener-lorLCT \n", + "25 9f37b49b-b62e-42da-76e3-04a8e37e453f lorawan-listener-lorLCT \n", + "26 9f37b49b-b62e-42da-76e3-04a8e37e453f lorawan-listener-lorLCT \n", + "27 9f37b49b-b62e-42da-76e3-04a8e37e453f lorawan-listener-lorLCT \n", + "28 9f37b49b-b62e-42da-76e3-04a8e37e453f lorawan-listener-lorLCT \n", + "29 9f37b49b-b62e-42da-76e3-04a8e37e453f lorawan-listener-lorLCT \n", + "30 9f37b49b-b62e-42da-76e3-04a8e37e453f lorawan-listener-lorLCT \n", + "31 9f37b49b-b62e-42da-76e3-04a8e37e453f lorawan-listener-lorLCT \n", + "32 9f37b49b-b62e-42da-76e3-04a8e37e453f lorawan-listener-lorLCT \n", + "33 9f37b49b-b62e-42da-76e3-04a8e37e453f lorawan-listener-lorLCT \n", + "34 ac5403ac-454a-4d15-43bd-75cca917855f lorawan-listener-APqvOX \n", + "35 4e3e1b08-ebcb-425a-794d-3f790839d8c5 lorawan-listener-7sz135 \n", + "36 4e3e1b08-ebcb-425a-794d-3f790839d8c5 lorawan-listener-7sz135 \n", + "37 95dd8c63-09a3-48ae-7905-bdfa2ed9cb63 lorawan-listener-4CdA8I \n", + "38 a626f786-a2fe-4fac-5502-9be03a17ccde lorawan-listener-T96vdz \n", + "39 a626f786-a2fe-4fac-5502-9be03a17ccde lorawan-listener-T96vdz \n", + "40 a626f786-a2fe-4fac-5502-9be03a17ccde lorawan-listener-T96vdz \n", "\n", - " k3s_job_status k3s_pod_name k3s_pod_node_name \\\n", - "106 NaN object-counter-right-6pctn 000048b02d15bc3d.ws-nxcore \n", - "107 NaN object-counter-right-2h82f 000048b02d15bc3d.ws-nxcore \n", + " k3s_pod_name k3s_pod_node_name k3s_pod_status \n", + "7 lorawan-listener 000048b02d15bc8c.ws-nxcore Pending \\\n", + "8 lorawan-listener 000048b02d15bc8c.ws-nxcore Running \n", + "9 lorawan-listener 000048b02d15bc8c.ws-nxcore Pending \n", + "10 lorawan-listener 000048b02d15bc8c.ws-nxcore Pending \n", + "11 lorawan-listener 000048b02d15bc8c.ws-nxcore Running \n", + "12 lorawan-listener 000048b02d15bc8c.ws-nxcore Running \n", + "13 lorawan-listener 000048b02d15bc8c.ws-nxcore Running \n", + "14 lorawan-listener 000048b02d15bc8c.ws-nxcore Running \n", + "15 lorawan-listener 000048b02d15bc8c.ws-nxcore Running \n", + "16 lorawan-listener 000048b02d15bc8c.ws-nxcore Running \n", + "17 lorawan-listener 000048b02d15bc8c.ws-nxcore Running \n", + "18 lorawan-listener 000048b02d15bc8c.ws-nxcore Running \n", + "19 lorawan-listener 000048b02d15bc8c.ws-nxcore Running \n", + "20 lorawan-listener 000048b02d15bc8c.ws-nxcore Running \n", + "21 lorawan-listener 000048b02d15bc8c.ws-nxcore Running \n", + "22 lorawan-listener 000048b02d15bc8c.ws-nxcore Running \n", + "23 lorawan-listener 000048b02d15bc8c.ws-nxcore Running \n", + "24 lorawan-listener 000048b02d15bc8c.ws-nxcore Running \n", + "25 lorawan-listener 000048b02d15bc8c.ws-nxcore Running \n", + "26 lorawan-listener 000048b02d15bc8c.ws-nxcore Running \n", + "27 lorawan-listener 000048b02d15bc8c.ws-nxcore Running \n", + "28 lorawan-listener 000048b02d15bc8c.ws-nxcore Running \n", + "29 lorawan-listener 000048b02d15bc8c.ws-nxcore Running \n", + "30 lorawan-listener 000048b02d15bc8c.ws-nxcore Running \n", + "31 lorawan-listener 000048b02d15bc8c.ws-nxcore Running \n", + "32 lorawan-listener 000048b02d15bc8c.ws-nxcore Running \n", + "33 lorawan-listener 000048b02d15bc8c.ws-nxcore Running \n", + "34 lorawan-listener 0000e45f014caee8.ws-rpi Pending \n", + "35 lorawan-listener 0000e45f014caee8.ws-rpi Pending \n", + "36 lorawan-listener 0000e45f014caee8.ws-rpi Running \n", + "37 lorawan-listener 0000e45f014caee8.ws-rpi Pending \n", + "38 lorawan-listener 0000e45f014caee8.ws-rpi Pending \n", + "39 lorawan-listener 0000e45f014caee8.ws-rpi Running \n", + "40 lorawan-listener 0000e45f014caee8.ws-rpi Running \n", "\n", - " k3s_pod_status plugin_args \\\n", - "106 Pending -stream right -all-objects \n", - "107 Pending -stream right -all-objects \n", + " plugin_args \n", + "7 \\\n", + "8 \n", + "9 \n", + "10 \n", + "11 \n", + "12 \n", + "13 \n", + "14 \n", + "15 \n", + "16 \n", + "17 \n", + "18 \n", + "19 \n", + "20 \n", + "21 \n", + "22 \n", + "23 \n", + "24 \n", + "25 \n", + "26 \n", + "27 \n", + "28 \n", + "29 \n", + "30 \n", + "31 \n", + "32 \n", + "33 \n", + "34 \n", + "35 --measurements soil_moisture battery-voltage s... \n", + "36 --measurements soil_moisture battery-voltage s... \n", + "37 --collect soil_moisture battery-voltage solar-... \n", + "38 --collect soil_moisture battery-voltage solar-... \n", + "39 --collect soil_moisture battery-voltage solar-... \n", + "40 --collect soil_moisture battery-voltage solar-... \n", "\n", - " plugin_image plugin_name \\\n", - "106 registry.sagecontinuum.org/yonghokim/object-co... object-counter-right \n", - "107 registry.sagecontinuum.org/yonghokim/object-co... object-counter-right \n", + " plugin_image plugin_name \n", + "7 registry.sagecontinuum.org/flozano/lorawan-lis... lorawan-listener \\\n", + "8 registry.sagecontinuum.org/flozano/lorawan-lis... lorawan-listener \n", + "9 registry.sagecontinuum.org/flozano/lorawan-lis... lorawan-listener \n", + "10 registry.sagecontinuum.org/flozano/lorawan-lis... lorawan-listener \n", + "11 registry.sagecontinuum.org/flozano/lorawan-lis... lorawan-listener \n", + "12 registry.sagecontinuum.org/flozano/lorawan-lis... lorawan-listener \n", + "13 registry.sagecontinuum.org/flozano/lorawan-lis... lorawan-listener \n", + "14 registry.sagecontinuum.org/flozano/lorawan-lis... lorawan-listener \n", + "15 registry.sagecontinuum.org/flozano/lorawan-lis... lorawan-listener \n", + "16 registry.sagecontinuum.org/flozano/lorawan-lis... lorawan-listener \n", + "17 registry.sagecontinuum.org/flozano/lorawan-lis... lorawan-listener \n", + "18 registry.sagecontinuum.org/flozano/lorawan-lis... lorawan-listener \n", + "19 registry.sagecontinuum.org/flozano/lorawan-lis... lorawan-listener \n", + "20 registry.sagecontinuum.org/flozano/lorawan-lis... lorawan-listener \n", + "21 registry.sagecontinuum.org/flozano/lorawan-lis... lorawan-listener \n", + "22 registry.sagecontinuum.org/flozano/lorawan-lis... lorawan-listener \n", + "23 registry.sagecontinuum.org/flozano/lorawan-lis... lorawan-listener \n", + "24 registry.sagecontinuum.org/flozano/lorawan-lis... lorawan-listener \n", + "25 registry.sagecontinuum.org/flozano/lorawan-lis... lorawan-listener \n", + "26 registry.sagecontinuum.org/flozano/lorawan-lis... lorawan-listener \n", + "27 registry.sagecontinuum.org/flozano/lorawan-lis... lorawan-listener \n", + "28 registry.sagecontinuum.org/flozano/lorawan-lis... lorawan-listener \n", + "29 registry.sagecontinuum.org/flozano/lorawan-lis... lorawan-listener \n", + "30 registry.sagecontinuum.org/flozano/lorawan-lis... lorawan-listener \n", + "31 registry.sagecontinuum.org/flozano/lorawan-lis... lorawan-listener \n", + "32 registry.sagecontinuum.org/flozano/lorawan-lis... lorawan-listener \n", + "33 registry.sagecontinuum.org/flozano/lorawan-lis... lorawan-listener \n", + "34 registry.sagecontinuum.org/flozano/lorawan-lis... lorawan-listener \n", + "35 registry.sagecontinuum.org/flozano/lorawan-lis... lorawan-listener \n", + "36 registry.sagecontinuum.org/flozano/lorawan-lis... lorawan-listener \n", + "37 registry.sagecontinuum.org/flozano/lorawan-lis... lorawan-listener \n", + "38 registry.sagecontinuum.org/flozano/lorawan-lis... lorawan-listener \n", + "39 registry.sagecontinuum.org/flozano/lorawan-lis... lorawan-listener \n", + "40 registry.sagecontinuum.org/flozano/lorawan-lis... lorawan-listener \n", "\n", - " plugin_selector ... timestamp \\\n", - "106 {\"resource.gpu\":\"true\"} ... 2022-11-11 12:30:02.529300327+00:00 \n", - "107 {\"resource.gpu\":\"true\"} ... 2022-11-11 12:30:51.354131854+00:00 \n", + " plugin_selector plugin_task \n", + "7 null lorawan-listener \\\n", + "8 null lorawan-listener \n", + "9 null lorawan-listener \n", + "10 null lorawan-listener \n", + "11 null lorawan-listener \n", + "12 null lorawan-listener \n", + "13 null lorawan-listener \n", + "14 null lorawan-listener \n", + "15 null lorawan-listener \n", + "16 null lorawan-listener \n", + "17 null lorawan-listener \n", + "18 null lorawan-listener \n", + "19 null lorawan-listener \n", + "20 null lorawan-listener \n", + "21 null lorawan-listener \n", + "22 null lorawan-listener \n", + "23 null lorawan-listener \n", + "24 null lorawan-listener \n", + "25 null lorawan-listener \n", + "26 null lorawan-listener \n", + "27 null lorawan-listener \n", + "28 null lorawan-listener \n", + "29 null lorawan-listener \n", + "30 null lorawan-listener \n", + "31 null lorawan-listener \n", + "32 null lorawan-listener \n", + "33 null lorawan-listener \n", + "34 null lorawan-listener \n", + "35 null lorawan-listener \n", + "36 null lorawan-listener \n", + "37 null lorawan-listener \n", + "38 null lorawan-listener \n", + "39 null lorawan-listener \n", + "40 null lorawan-listener \n", "\n", - " node vsn event error_log \\\n", - "106 000048b02d15bc3d W01E sys.scheduler.status.plugin.launched NaN \n", - "107 000048b02d15bc3d W01E sys.scheduler.status.plugin.launched NaN \n", + " reason \n", + "7 Cleaning up the plugin due to deletion of the ... \\\n", + "8 Cleaning up the plugin due to deletion of the ... \n", + "9 Cleaning up the plugin due to deletion of the ... \n", + "10 Cleaning up the plugin due to deletion of the ... \n", + "11 Cleaning up the plugin due to deletion of the ... \n", + "12 Cleaning up the plugin due to deletion of the ... \n", + "13 Cleaning up the plugin due to deletion of the ... \n", + "14 Cleaning up the plugin due to deletion of the ... \n", + "15 Cleaning up the plugin due to deletion of the ... \n", + "16 Cleaning up the plugin due to deletion of the ... \n", + "17 Cleaning up the plugin due to deletion of the ... \n", + "18 Cleaning up the plugin due to deletion of the ... \n", + "19 Cleaning up the plugin due to deletion of the ... \n", + "20 Cleaning up the plugin due to deletion of the ... \n", + "21 Cleaning up the plugin due to deletion of the ... \n", + "22 Cleaning up the plugin due to deletion of the ... \n", + "23 Cleaning up the plugin due to deletion of the ... \n", + "24 Cleaning up the plugin due to deletion of the ... \n", + "25 Cleaning up the plugin due to deletion of the ... \n", + "26 Cleaning up the plugin due to deletion of the ... \n", + "27 Cleaning up the plugin due to deletion of the ... \n", + "28 Cleaning up the plugin due to deletion of the ... \n", + "29 Cleaning up the plugin due to deletion of the ... \n", + "30 Cleaning up the plugin due to deletion of the ... \n", + "31 Cleaning up the plugin due to deletion of the ... \n", + "32 Cleaning up the plugin due to deletion of the ... \n", + "33 Cleaning up the plugin due to deletion of the ... \n", + "34 Cleaning up the plugin due to deletion of the ... \n", + "35 Cleaning up the plugin due to deletion of the ... \n", + "36 Cleaning up the plugin due to deletion of the ... \n", + "37 Cleaning up the plugin due to deletion of the ... \n", + "38 Cleaning up the plugin due to deletion of the ... \n", + "39 Cleaning up the plugin due to deletion of the ... \n", + "40 Cleaning up the plugin due to deletion of the ... \n", "\n", - " reason return_code completed_at end_state \\\n", - "106 Error NaN NaT failed \n", - "107 Error NaN NaT failed \n", + " timestamp node vsn \n", + "7 2023-09-19 20:39:12.172664929+00:00 000048b02d15bc8c W039 \\\n", + "8 2023-09-19 21:32:13.044672540+00:00 000048b02d15bc8c W039 \n", + "9 2023-09-19 21:39:02.007398102+00:00 000048b02d15bc8c W039 \n", + "10 2023-09-19 22:01:11.998240797+00:00 000048b02d15bc8c W039 \n", + "11 2023-09-19 22:51:02.324678015+00:00 000048b02d15bc8c W039 \n", + "12 2023-09-19 23:23:55.077401919+00:00 000048b02d15bc8c W039 \n", + "13 2023-09-20 00:03:11.142064994+00:00 000048b02d15bc8c W039 \n", + "14 2023-09-20 00:56:51.231244904+00:00 000048b02d15bc8c W039 \n", + "15 2023-09-20 01:36:30.080080717+00:00 000048b02d15bc8c W039 \n", + "16 2023-09-20 02:08:17.996216236+00:00 000048b02d15bc8c W039 \n", + "17 2023-09-20 02:50:02.037389937+00:00 000048b02d15bc8c W039 \n", + "18 2023-09-20 03:21:36.979644304+00:00 000048b02d15bc8c W039 \n", + "19 2023-09-20 04:20:31.997129555+00:00 000048b02d15bc8c W039 \n", + "20 2023-09-20 04:52:36.459919542+00:00 000048b02d15bc8c W039 \n", + "21 2023-09-20 05:34:20.196457548+00:00 000048b02d15bc8c W039 \n", + "22 2023-09-20 06:10:32.784679150+00:00 000048b02d15bc8c W039 \n", + "23 2023-09-20 07:06:31.822150211+00:00 000048b02d15bc8c W039 \n", + "24 2023-09-20 07:46:45.491649406+00:00 000048b02d15bc8c W039 \n", + "25 2023-09-20 08:44:36.316066658+00:00 000048b02d15bc8c W039 \n", + "26 2023-09-20 09:26:03.593361231+00:00 000048b02d15bc8c W039 \n", + "27 2023-09-20 10:15:02.612325370+00:00 000048b02d15bc8c W039 \n", + "28 2023-09-20 11:10:25.399132856+00:00 000048b02d15bc8c W039 \n", + "29 2023-09-20 11:45:56.009212205+00:00 000048b02d15bc8c W039 \n", + "30 2023-09-20 12:20:50.101462098+00:00 000048b02d15bc8c W039 \n", + "31 2023-09-20 13:15:52.849962390+00:00 000048b02d15bc8c W039 \n", + "32 2023-09-20 13:50:22.230305777+00:00 000048b02d15bc8c W039 \n", + "33 2023-09-20 14:28:52.520510649+00:00 000048b02d15bc8c W039 \n", + "34 2023-09-20 15:14:31.985011022+00:00 000048b02d15bc8c W039 \n", + "35 2023-09-21 01:03:31.990657113+00:00 000048b02d15bc8c W039 \n", + "36 2023-09-21 01:38:31.666814684+00:00 000048b02d15bc8c W039 \n", + "37 2023-09-21 21:16:21.997496330+00:00 000048b02d15bc8c W039 \n", + "38 2023-09-21 21:28:21.985706534+00:00 000048b02d15bc8c W039 \n", + "39 2023-09-21 22:14:07.106182226+00:00 000048b02d15bc8c W039 \n", + "40 2023-09-21 22:47:32.499968412+00:00 000048b02d15bc8c W039 \n", "\n", - " failed_at \n", - "106 2022-11-11 12:30:43.862125032+00:00 \n", - "107 2022-11-11 12:31:26.158009028+00:00 \n", + " event failed_at \n", + "7 sys.scheduler.status.plugin.launched 2023-09-19 21:32:15.599527865+00:00 \\\n", + "8 sys.scheduler.status.plugin.launched 2023-09-19 21:32:15.599527865+00:00 \n", + "9 sys.scheduler.status.plugin.launched 2023-09-19 22:01:07.859763261+00:00 \n", + "10 sys.scheduler.status.plugin.launched 2023-09-20 15:14:26.955122529+00:00 \n", + "11 sys.scheduler.status.plugin.launched 2023-09-20 15:14:26.955122529+00:00 \n", + "12 sys.scheduler.status.plugin.launched 2023-09-20 15:14:26.955122529+00:00 \n", + "13 sys.scheduler.status.plugin.launched 2023-09-20 15:14:26.955122529+00:00 \n", + "14 sys.scheduler.status.plugin.launched 2023-09-20 15:14:26.955122529+00:00 \n", + "15 sys.scheduler.status.plugin.launched 2023-09-20 15:14:26.955122529+00:00 \n", + "16 sys.scheduler.status.plugin.launched 2023-09-20 15:14:26.955122529+00:00 \n", + "17 sys.scheduler.status.plugin.launched 2023-09-20 15:14:26.955122529+00:00 \n", + "18 sys.scheduler.status.plugin.launched 2023-09-20 15:14:26.955122529+00:00 \n", + "19 sys.scheduler.status.plugin.launched 2023-09-20 15:14:26.955122529+00:00 \n", + "20 sys.scheduler.status.plugin.launched 2023-09-20 15:14:26.955122529+00:00 \n", + "21 sys.scheduler.status.plugin.launched 2023-09-20 15:14:26.955122529+00:00 \n", + "22 sys.scheduler.status.plugin.launched 2023-09-20 15:14:26.955122529+00:00 \n", + "23 sys.scheduler.status.plugin.launched 2023-09-20 15:14:26.955122529+00:00 \n", + "24 sys.scheduler.status.plugin.launched 2023-09-20 15:14:26.955122529+00:00 \n", + "25 sys.scheduler.status.plugin.launched 2023-09-20 15:14:26.955122529+00:00 \n", + "26 sys.scheduler.status.plugin.launched 2023-09-20 15:14:26.955122529+00:00 \n", + "27 sys.scheduler.status.plugin.launched 2023-09-20 15:14:26.955122529+00:00 \n", + "28 sys.scheduler.status.plugin.launched 2023-09-20 15:14:26.955122529+00:00 \n", + "29 sys.scheduler.status.plugin.launched 2023-09-20 15:14:26.955122529+00:00 \n", + "30 sys.scheduler.status.plugin.launched 2023-09-20 15:14:26.955122529+00:00 \n", + "31 sys.scheduler.status.plugin.launched 2023-09-20 15:14:26.955122529+00:00 \n", + "32 sys.scheduler.status.plugin.launched 2023-09-20 15:14:26.955122529+00:00 \n", + "33 sys.scheduler.status.plugin.launched 2023-09-20 15:14:26.955122529+00:00 \n", + "34 sys.scheduler.status.plugin.launched 2023-09-20 15:36:24.502385657+00:00 \n", + "35 sys.scheduler.status.plugin.launched 2023-09-21 02:19:23.786749572+00:00 \n", + "36 sys.scheduler.status.plugin.launched 2023-09-21 02:19:23.786749572+00:00 \n", + "37 sys.scheduler.status.plugin.launched 2023-09-21 21:26:11.722252498+00:00 \n", + "38 sys.scheduler.status.plugin.launched 2023-09-21 22:47:34.085825574+00:00 \n", + "39 sys.scheduler.status.plugin.launched 2023-09-21 22:47:34.085825574+00:00 \n", + "40 sys.scheduler.status.plugin.launched 2023-09-21 22:47:34.085825574+00:00 \n", "\n", - "[2 rows x 21 columns]" + " end_state \n", + "7 failed \n", + "8 failed \n", + "9 failed \n", + "10 failed \n", + "11 failed \n", + "12 failed \n", + "13 failed \n", + "14 failed \n", + "15 failed \n", + "16 failed \n", + "17 failed \n", + "18 failed \n", + "19 failed \n", + "20 failed \n", + "21 failed \n", + "22 failed \n", + "23 failed \n", + "24 failed \n", + "25 failed \n", + "26 failed \n", + "27 failed \n", + "28 failed \n", + "29 failed \n", + "30 failed \n", + "31 failed \n", + "32 failed \n", + "33 failed \n", + "34 failed \n", + "35 failed \n", + "36 failed \n", + "37 failed \n", + "38 failed \n", + "39 failed \n", + "40 failed " + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "w039[w039[\"end_state\"].str.contains(\"failed\")].sort_values(\"timestamp\")" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "dbc935f8", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "161.3947696139477" ] }, - "execution_count": 4, + "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "w01e[w01e[\"end_state\"].str.contains(\"fail\")]" + "(60*60*24*3) / 1606\n" ] }, { @@ -378,453 +1187,27 @@ }, { "cell_type": "code", - "execution_count": 261, + "execution_count": 38, "id": "9de6393e", "metadata": {}, "outputs": [ { "data": { - "text/html": [ - "
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goal_idk3s_job_namek3s_job_statusk3s_pod_namek3s_pod_node_namek3s_pod_statusplugin_argsplugin_imageplugin_nameplugin_selectorplugin_tasktimestampnodevsneventreasonend_statecompleted_atfailed_atplugin_status_by_scheduler
6086eccb406-0f5d-4977-5e05-b8e105a57dc6cloud-cover-topNaNNaNNaNNaN-stream topregistry.sagecontinuum.org/seonghapark/cloud-c...cloud-cover-top{\"resource.gpu\":\"true\"}cloud-cover-top2022-11-03 20:40:33.872722197+00:00000048b02d15bc73W024sys.scheduler.status.plugin.launchedNaNunknownNaTNaNNaN
6096eccb406-0f5d-4977-5e05-b8e105a57dc6sound-event-detectionNaNNaNNaNNaN--DURATION_S 5 --PUBLISHregistry.sagecontinuum.org/dariodematties/soun...sound-event-detectionnullsound-event-detection2022-11-03 20:40:33.909104771+00:00000048b02d15bc73W024sys.scheduler.status.plugin.launchedNaNunknownNaTNaNNaN
6104a0dff2f-010e-4b1a-7b26-23f3f6056159surfacewater-classifierNaNsurfacewater-classifier-z5tds000048b02d15bc73.ws-nxcorePending-stream bottom -model /app/model.pth -sampling...registry.sagecontinuum.org/seonghapark/surface...surfacewater-classifier{\"resource.gpu\":\"true\"}surfacewater-classifier2022-11-03 20:45:13.689271762+00:00000048b02d15bc73W024sys.scheduler.status.plugin.launchedNaNcompleted2022-11-03 20:48:58.470103750+00:00NaNNaN
6116eccb406-0f5d-4977-5e05-b8e105a57dc6object-counter-bottomNaNobject-counter-bottom-8w6gr000048b02d15bc73.ws-nxcorePending-stream bottom -all-objectsregistry.sagecontinuum.org/yonghokim/object-co...object-counter-bottom{\"resource.gpu\":\"true\"}object-counter-bottom2022-11-03 20:45:13.785838626+00:00000048b02d15bc73W024sys.scheduler.status.plugin.launchedNaNcompleted2022-11-03 20:49:08.486329415+00:00NaNNaN
6126eccb406-0f5d-4977-5e05-b8e105a57dc6cloud-cover-topNaNcloud-cover-top-5vddd000048b02d15bc73.ws-nxcorePending-stream topregistry.sagecontinuum.org/seonghapark/cloud-c...cloud-cover-top{\"resource.gpu\":\"true\"}cloud-cover-top2022-11-03 20:50:05.579357842+00:00000048b02d15bc73W024sys.scheduler.status.plugin.launchedNaNcompleted2022-11-03 21:01:24.641095519+00:00NaNNaN
...............................................................
13438574933f-3e2f-419e-5776-1b2fcbeaa6fecloud-cover-topNaNcloud-cover-top-l5gg4000048b02d05a1c7.ws-nxcorePending-stream topregistry.sagecontinuum.org/seonghapark/cloud-c...cloud-cover-top{\"resource.gpu\":\"true\"}cloud-cover-top2022-11-04 20:30:05.520280365+00:00000048b02d05a1c7W026sys.scheduler.status.plugin.launchedNaNcompleted2022-11-04 20:31:22.923215173+00:00NaTRunning
13448574933f-3e2f-419e-5776-1b2fcbeaa6fecloud-motion-topNaNcloud-motion-top-r7zwz000048b02d05a1c7.ws-nxcorePending--input topregistry.sagecontinuum.org/bhupendraraut/cloud...cloud-motion-top{\"resource.gpu\":\"true\"}cloud-motion-top2022-11-04 20:31:23.132265310+00:00000048b02d05a1c7W026sys.scheduler.status.plugin.launchedNaNfailedNaT2022-11-04 20:31:29.992243934+00:00Running
13458574933f-3e2f-419e-5776-1b2fcbeaa6feobject-counter-bottomNaNobject-counter-bottom-64fpw000048b02d05a1c7.ws-nxcorePending-stream bottom -all-objectsregistry.sagecontinuum.org/yonghokim/object-co...object-counter-bottom{\"resource.gpu\":\"true\"}object-counter-bottom2022-11-04 20:31:30.108171137+00:00000048b02d05a1c7W026sys.scheduler.status.plugin.launchedNaNcompleted2022-11-04 20:32:07.460027798+00:00NaTRunning
13468574933f-3e2f-419e-5776-1b2fcbeaa6fesound-event-detectionNaNsound-event-detection-pt4hf000048b02d05a1c7.ws-nxcorePending--DURATION_S 5 --PUBLISHregistry.sagecontinuum.org/dariodematties/soun...sound-event-detectionnullsound-event-detection2022-11-04 20:32:07.624034950+00:00000048b02d05a1c7W026sys.scheduler.status.plugin.launchedNaNcompleted2022-11-04 20:32:27.523305892+00:00NaTRunning
13478574933f-3e2f-419e-5776-1b2fcbeaa6feobject-counter-bottomNaNobject-counter-bottom-cqr8k000048b02d05a1c7.ws-nxcorePending-stream bottom -all-objectsregistry.sagecontinuum.org/yonghokim/object-co...object-counter-bottom{\"resource.gpu\":\"true\"}object-counter-bottom2022-11-04 20:35:03.696339920+00:00000048b02d05a1c7W026sys.scheduler.status.plugin.launchedNaNcompleted2022-11-04 20:35:29.842647120+00:00NaTRunning
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1275 rows × 20 columns

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" - ], "text/plain": [ - " goal_id k3s_job_name \\\n", - "608 6eccb406-0f5d-4977-5e05-b8e105a57dc6 cloud-cover-top \n", - "609 6eccb406-0f5d-4977-5e05-b8e105a57dc6 sound-event-detection \n", - "610 4a0dff2f-010e-4b1a-7b26-23f3f6056159 surfacewater-classifier \n", - "611 6eccb406-0f5d-4977-5e05-b8e105a57dc6 object-counter-bottom \n", - "612 6eccb406-0f5d-4977-5e05-b8e105a57dc6 cloud-cover-top \n", - "... ... ... \n", - "1343 8574933f-3e2f-419e-5776-1b2fcbeaa6fe cloud-cover-top \n", - "1344 8574933f-3e2f-419e-5776-1b2fcbeaa6fe cloud-motion-top \n", - "1345 8574933f-3e2f-419e-5776-1b2fcbeaa6fe object-counter-bottom \n", - "1346 8574933f-3e2f-419e-5776-1b2fcbeaa6fe sound-event-detection \n", - "1347 8574933f-3e2f-419e-5776-1b2fcbeaa6fe object-counter-bottom \n", - "\n", - " k3s_job_status k3s_pod_name \\\n", - "608 NaN NaN \n", - "609 NaN NaN \n", - "610 NaN surfacewater-classifier-z5tds \n", - "611 NaN object-counter-bottom-8w6gr \n", - "612 NaN cloud-cover-top-5vddd \n", - "... ... ... \n", - "1343 NaN cloud-cover-top-l5gg4 \n", - "1344 NaN cloud-motion-top-r7zwz \n", - "1345 NaN object-counter-bottom-64fpw \n", - "1346 NaN sound-event-detection-pt4hf \n", - "1347 NaN object-counter-bottom-cqr8k \n", - "\n", - " k3s_pod_node_name k3s_pod_status \\\n", - "608 NaN NaN \n", - "609 NaN NaN \n", - "610 000048b02d15bc73.ws-nxcore Pending \n", - "611 000048b02d15bc73.ws-nxcore Pending \n", - "612 000048b02d15bc73.ws-nxcore Pending \n", - "... ... ... \n", - "1343 000048b02d05a1c7.ws-nxcore Pending \n", - "1344 000048b02d05a1c7.ws-nxcore Pending \n", - "1345 000048b02d05a1c7.ws-nxcore Pending \n", - "1346 000048b02d05a1c7.ws-nxcore Pending \n", - "1347 000048b02d05a1c7.ws-nxcore Pending \n", - "\n", - " plugin_args \\\n", - "608 -stream top \n", - "609 --DURATION_S 5 --PUBLISH \n", - "610 -stream bottom -model /app/model.pth -sampling... \n", - "611 -stream bottom -all-objects \n", - "612 -stream top \n", - "... ... \n", - "1343 -stream top \n", - "1344 --input top \n", - "1345 -stream bottom -all-objects \n", - "1346 --DURATION_S 5 --PUBLISH \n", - "1347 -stream bottom -all-objects \n", - "\n", - " plugin_image \\\n", - "608 registry.sagecontinuum.org/seonghapark/cloud-c... \n", - "609 registry.sagecontinuum.org/dariodematties/soun... \n", - "610 registry.sagecontinuum.org/seonghapark/surface... \n", - "611 registry.sagecontinuum.org/yonghokim/object-co... \n", - "612 registry.sagecontinuum.org/seonghapark/cloud-c... \n", - "... ... \n", - "1343 registry.sagecontinuum.org/seonghapark/cloud-c... \n", - "1344 registry.sagecontinuum.org/bhupendraraut/cloud... \n", - "1345 registry.sagecontinuum.org/yonghokim/object-co... \n", - "1346 registry.sagecontinuum.org/dariodematties/soun... \n", - "1347 registry.sagecontinuum.org/yonghokim/object-co... \n", - "\n", - " plugin_name plugin_selector \\\n", - "608 cloud-cover-top {\"resource.gpu\":\"true\"} \n", - "609 sound-event-detection null \n", - "610 surfacewater-classifier {\"resource.gpu\":\"true\"} \n", - "611 object-counter-bottom {\"resource.gpu\":\"true\"} \n", - "612 cloud-cover-top {\"resource.gpu\":\"true\"} \n", - "... ... ... \n", - "1343 cloud-cover-top {\"resource.gpu\":\"true\"} \n", - "1344 cloud-motion-top {\"resource.gpu\":\"true\"} \n", - "1345 object-counter-bottom {\"resource.gpu\":\"true\"} \n", - "1346 sound-event-detection null \n", - "1347 object-counter-bottom {\"resource.gpu\":\"true\"} \n", - "\n", - " plugin_task timestamp \\\n", - "608 cloud-cover-top 2022-11-03 20:40:33.872722197+00:00 \n", - "609 sound-event-detection 2022-11-03 20:40:33.909104771+00:00 \n", - "610 surfacewater-classifier 2022-11-03 20:45:13.689271762+00:00 \n", - "611 object-counter-bottom 2022-11-03 20:45:13.785838626+00:00 \n", - "612 cloud-cover-top 2022-11-03 20:50:05.579357842+00:00 \n", - "... ... ... \n", - "1343 cloud-cover-top 2022-11-04 20:30:05.520280365+00:00 \n", - "1344 cloud-motion-top 2022-11-04 20:31:23.132265310+00:00 \n", - "1345 object-counter-bottom 2022-11-04 20:31:30.108171137+00:00 \n", - "1346 sound-event-detection 2022-11-04 20:32:07.624034950+00:00 \n", - "1347 object-counter-bottom 2022-11-04 20:35:03.696339920+00:00 \n", - "\n", - " node vsn event reason \\\n", - "608 000048b02d15bc73 W024 sys.scheduler.status.plugin.launched NaN \n", - "609 000048b02d15bc73 W024 sys.scheduler.status.plugin.launched NaN \n", - "610 000048b02d15bc73 W024 sys.scheduler.status.plugin.launched NaN \n", - "611 000048b02d15bc73 W024 sys.scheduler.status.plugin.launched NaN \n", - "612 000048b02d15bc73 W024 sys.scheduler.status.plugin.launched NaN \n", - "... ... ... ... ... \n", - "1343 000048b02d05a1c7 W026 sys.scheduler.status.plugin.launched NaN \n", - "1344 000048b02d05a1c7 W026 sys.scheduler.status.plugin.launched NaN \n", - "1345 000048b02d05a1c7 W026 sys.scheduler.status.plugin.launched NaN \n", - "1346 000048b02d05a1c7 W026 sys.scheduler.status.plugin.launched NaN \n", - "1347 000048b02d05a1c7 W026 sys.scheduler.status.plugin.launched NaN \n", - "\n", - " end_state completed_at \\\n", - "608 unknown NaT \n", - "609 unknown NaT \n", - "610 completed 2022-11-03 20:48:58.470103750+00:00 \n", - "611 completed 2022-11-03 20:49:08.486329415+00:00 \n", - "612 completed 2022-11-03 21:01:24.641095519+00:00 \n", - "... ... ... \n", - "1343 completed 2022-11-04 20:31:22.923215173+00:00 \n", - "1344 failed NaT \n", - "1345 completed 2022-11-04 20:32:07.460027798+00:00 \n", - "1346 completed 2022-11-04 20:32:27.523305892+00:00 \n", - "1347 completed 2022-11-04 20:35:29.842647120+00:00 \n", - "\n", - " failed_at plugin_status_by_scheduler \n", - "608 NaN NaN \n", - "609 NaN NaN \n", - "610 NaN NaN \n", - "611 NaN NaN \n", - "612 NaN NaN \n", - "... ... ... \n", - "1343 NaT Running \n", - "1344 2022-11-04 20:31:29.992243934+00:00 Running \n", - "1345 NaT Running \n", - "1346 NaT Running \n", - "1347 NaT Running \n", - "\n", - "[1275 rows x 20 columns]" + "Index(['goal_id', 'k3s_pod_instance', 'k3s_pod_name', 'k3s_pod_node_name',\n", + " 'k3s_pod_status', 'plugin_args', 'plugin_image', 'plugin_name',\n", + " 'plugin_selector', 'plugin_task', 'timestamp', 'node', 'vsn', 'event',\n", + " 'end_state'],\n", + " dtype='object')" ] }, - "execution_count": 261, + "execution_count": 38, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "df" + "w027.keys()" ] }, { @@ -1420,7 +1803,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.7" + "version": "3.11.6" }, "vscode": { "interpreter": { diff --git a/scripts/analysis/job_viewer.py b/scripts/analysis/job_viewer.py index 997e13b..230d7ee 100644 --- a/scripts/analysis/job_viewer.py +++ b/scripts/analysis/job_viewer.py @@ -21,6 +21,16 @@ def get_events(vsn, last): } ) +@st.cache_data +def get_perf(plugin, last): + return query( + start=last, + bucket="grafana-agent", + filter={ + "container": plugin, + } + ) + @st.cache_data def get_job_information(job_id): @@ -39,6 +49,7 @@ def get_job_information(job_id): "data to show", ("-30m", "-1h", "-3h", "-6h", "-12h", "-1d", "-7d", "-10d", "-1M", "-6M", "-1y")) st.button("analyze") + debug = st.checkbox("debug") if job_id == "": st.info("Please specify job ID") @@ -73,9 +84,33 @@ def get_job_information(job_id): st.header("Raw data") st.dataframe(events) elif mode == "Plugins": - plugin = st.selectbox('Plugins', tuple(p["name"] for p in job["plugins"])) - if "error_log" in events: - failed = events[(events["plugin_name"] == plugin) & (events["error_log"] != "")] - with st.expander(f'Errors in {plugin}, if exist'): - for _, r in failed.iterrows(): - st.write(f'{r["plugin_name"]} failed on {r["vsn"]} ({r["k3s_pod_node_name"]}) at {r["failed_at"]}: {r["error_log"]}') \ No newline at end of file + plugin_name = st.selectbox('Plugins', tuple(p["name"] for p in job["plugins"])) + plugin_events = events[events["plugin_name"] == plugin_name] + plugin_perf = get_perf(plugin_name, start_time) + if debug: + st.dataframe(plugin_events) + st.dataframe(plugin_perf) + for _, e in plugin_events.iterrows(): + st.write(f'{e["k3s_pod_instance"]} ran on {e["vsn"]} ({e["k3s_pod_node_name"]})') + if e["end_state"] == "failed": + st.error(f'{e["reason"]}: {e["error_log"]}') + d = int(e["execution_time"]) if e["execution_time"] > 0 else 0 + mask = (e["vsn"] == plugin_perf["meta.vsn"]) & \ + (plugin_perf["timestamp"] >= e["timestamp"]) & \ + (plugin_perf["timestamp"] < e["timestamp"] + pd.Timedelta(d, unit='s')) + perf = plugin_perf[mask] + if len(perf) == 0: + st.warning("no performance data found") + else: + if debug: + st.dataframe(perf) + last_cpu_record = perf[perf["name"] == "container_cpu_usage_seconds_total"].sort_values("value").iloc[-1] + # we assume 100 ms CPU time per second + util = last_cpu_record["value"] / (last_cpu_record["timestamp"] - e["timestamp"]).total_seconds() / 0.1 * 100. + + mem = pd.to_numeric(perf[perf["name"] == "container_memory_working_set_bytes"]["value"]).mean() + col1, col2, col3 = st.columns(3) + col1.metric("Averaged CPU (%)", util, "") + col2.metric("Averaged Memory (MB)", mem/1e6, "") + col3.metric("Execution time (seconds)", e["execution_time"], "") + st.divider() diff --git a/scripts/analysis/smoke_detector.ipynb b/scripts/analysis/smoke_detector.ipynb new file mode 100644 index 0000000..0af1d6c --- /dev/null +++ b/scripts/analysis/smoke_detector.ipynb @@ -0,0 +1,1318 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "c618b6ba", + "metadata": {}, + "outputs": [], + "source": [ + "import sys\n", + "import json\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "from sage_data_client import query" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "cb6bcaed", + "metadata": {}, + "outputs": [], + "source": [ + "df = query(start=\"-5m\", filter={\"name\": \"env.temperature\", \"sensor\": \"bme280\"})" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "7d3036f9", + "metadata": {}, + "outputs": [], + "source": [ + "chicago_nodes = [\n", + " \"W078\",\n", + " \"W024\",\n", + " \"W07F\",\n", + " \"W07E\",\n", + " \"W080\",\n", + " \"W015\",\n", + " \"W07D\",\n", + " \"W079\",\n", + " \"W07A\",\n", + " \"W026\",\n", + " \"W07B\",\n", + " \"W02C\"\n", + "]" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "713ef53d", + "metadata": {}, + "outputs": [], + "source": [ + "mask = df[\"meta.vsn\"].apply(lambda x: x in chicago_nodes)\n", + "df1 = df[mask]" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "5894e910", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "meta.vsn\n", + "W024 36.453\n", + "W026 35.021\n", + "W079 39.353\n", + "W07A 31.465\n", + "W07E 34.620\n", + "W080 33.392\n", + "Name: value, dtype: float64" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df1.groupby(\"meta.vsn\")[\"value\"].mean()" + ] + }, + { + "cell_type": "code", + "execution_count": 61, + "id": "e03b819f", + "metadata": {}, + "outputs": [], + "source": [ + "df = query(start=\"-10m\", filter={\"name\": \"env.smoke.tile_probs\"})" + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "id": "a4c5337f", + "metadata": {}, + "outputs": [], + "source": [ + "a = df[df[\"meta.vsn\"] == \"V040\"].iloc[0]" + ] + }, + { + "cell_type": "code", + "execution_count": 67, + "id": "d276bb2f", + "metadata": {}, + "outputs": [], + "source": [ + "import json\n", + "import numpy as np\n", + "b = np.array(json.loads(a.value))" + ] + }, + { + "cell_type": "code", + "execution_count": 127, + "id": "f8b93cf7", + "metadata": {}, + "outputs": [], + "source": [ + "def get_smoke_data_from_sage(df):\n", + " time_window = \"-1h\"\n", + " vsns = '|'.join(df[\"vsn\"].to_list())\n", + " df = query(start=time_window, filter=\n", + " {\n", + " \"name\": \"env.smoke.tile_probs\",\n", + " \"vsn\": vsns,\n", + " },\n", + " )\n", + " for vsn, _df in df.groupby(\"meta.vsn\"):\n", + " detected = False\n", + " for _, r in _df.iterrows():\n", + " v = np.array(json.loads(r.value))\n", + " smoke = np.argwhere(v.squeeze() > 0.45)\n", + " if len(smoke) >= 1:\n", + " print(f'{r[\"meta.vsn\"]} detected smoke. timestamp {r[\"timestamp\"]} at {smoke}th tiles')\n", + " detected = True\n", + " if not detected:\n", + " print(f'no smoke detected on {vsn} within {time_window} ')" + ] + }, + { + "cell_type": "code", + "execution_count": 128, + "id": "86803a0b", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "no smoke detected on V040 within -1h \n", + "V042 detected smoke. timestamp 2023-06-14 16:50:12.145629508+00:00 at [[12]\n", + " [39]]th tiles\n", + "V042 detected smoke. timestamp 2023-06-14 17:00:12.429250688+00:00 at [[39]]th tiles\n" + ] + } + ], + "source": [ + "get_smoke_data_from_sage(pd.DataFrame({\"vsn\": [\"V040\", \"V042\"]}))" + ] + }, + { + "cell_type": "code", + "execution_count": 114, + "id": "2bcf806b", + "metadata": {}, + "outputs": [], + "source": [ + "g = df.groupby(\"meta.vsn\")" + ] + }, + { + "cell_type": "code", + "execution_count": 115, + "id": "693aaa92", + "metadata": {}, + "outputs": [ + { + "ename": "TypeError", + "evalue": "'PrettyDict' object is not callable", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mTypeError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[115], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[39mfor\u001b[39;00m df \u001b[39min\u001b[39;00m g\u001b[39m.\u001b[39;49mgroups():\n\u001b[1;32m 2\u001b[0m \u001b[39mprint\u001b[39m(df)\n", + "\u001b[0;31mTypeError\u001b[0m: 'PrettyDict' object is not callable" + ] + } + ], + "source": [ + "for df in g.groups():\n", + " print(df)" + ] + }, + { + "cell_type": "code", + "execution_count": 261, + "id": "9de6393e", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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goal_idk3s_job_namek3s_job_statusk3s_pod_namek3s_pod_node_namek3s_pod_statusplugin_argsplugin_imageplugin_nameplugin_selectorplugin_tasktimestampnodevsneventreasonend_statecompleted_atfailed_atplugin_status_by_scheduler
6086eccb406-0f5d-4977-5e05-b8e105a57dc6cloud-cover-topNaNNaNNaNNaN-stream topregistry.sagecontinuum.org/seonghapark/cloud-c...cloud-cover-top{\"resource.gpu\":\"true\"}cloud-cover-top2022-11-03 20:40:33.872722197+00:00000048b02d15bc73W024sys.scheduler.status.plugin.launchedNaNunknownNaTNaNNaN
6096eccb406-0f5d-4977-5e05-b8e105a57dc6sound-event-detectionNaNNaNNaNNaN--DURATION_S 5 --PUBLISHregistry.sagecontinuum.org/dariodematties/soun...sound-event-detectionnullsound-event-detection2022-11-03 20:40:33.909104771+00:00000048b02d15bc73W024sys.scheduler.status.plugin.launchedNaNunknownNaTNaNNaN
6104a0dff2f-010e-4b1a-7b26-23f3f6056159surfacewater-classifierNaNsurfacewater-classifier-z5tds000048b02d15bc73.ws-nxcorePending-stream bottom -model /app/model.pth -sampling...registry.sagecontinuum.org/seonghapark/surface...surfacewater-classifier{\"resource.gpu\":\"true\"}surfacewater-classifier2022-11-03 20:45:13.689271762+00:00000048b02d15bc73W024sys.scheduler.status.plugin.launchedNaNcompleted2022-11-03 20:48:58.470103750+00:00NaNNaN
6116eccb406-0f5d-4977-5e05-b8e105a57dc6object-counter-bottomNaNobject-counter-bottom-8w6gr000048b02d15bc73.ws-nxcorePending-stream bottom -all-objectsregistry.sagecontinuum.org/yonghokim/object-co...object-counter-bottom{\"resource.gpu\":\"true\"}object-counter-bottom2022-11-03 20:45:13.785838626+00:00000048b02d15bc73W024sys.scheduler.status.plugin.launchedNaNcompleted2022-11-03 20:49:08.486329415+00:00NaNNaN
6126eccb406-0f5d-4977-5e05-b8e105a57dc6cloud-cover-topNaNcloud-cover-top-5vddd000048b02d15bc73.ws-nxcorePending-stream topregistry.sagecontinuum.org/seonghapark/cloud-c...cloud-cover-top{\"resource.gpu\":\"true\"}cloud-cover-top2022-11-03 20:50:05.579357842+00:00000048b02d15bc73W024sys.scheduler.status.plugin.launchedNaNcompleted2022-11-03 21:01:24.641095519+00:00NaNNaN
...............................................................
13438574933f-3e2f-419e-5776-1b2fcbeaa6fecloud-cover-topNaNcloud-cover-top-l5gg4000048b02d05a1c7.ws-nxcorePending-stream topregistry.sagecontinuum.org/seonghapark/cloud-c...cloud-cover-top{\"resource.gpu\":\"true\"}cloud-cover-top2022-11-04 20:30:05.520280365+00:00000048b02d05a1c7W026sys.scheduler.status.plugin.launchedNaNcompleted2022-11-04 20:31:22.923215173+00:00NaTRunning
13448574933f-3e2f-419e-5776-1b2fcbeaa6fecloud-motion-topNaNcloud-motion-top-r7zwz000048b02d05a1c7.ws-nxcorePending--input topregistry.sagecontinuum.org/bhupendraraut/cloud...cloud-motion-top{\"resource.gpu\":\"true\"}cloud-motion-top2022-11-04 20:31:23.132265310+00:00000048b02d05a1c7W026sys.scheduler.status.plugin.launchedNaNfailedNaT2022-11-04 20:31:29.992243934+00:00Running
13458574933f-3e2f-419e-5776-1b2fcbeaa6feobject-counter-bottomNaNobject-counter-bottom-64fpw000048b02d05a1c7.ws-nxcorePending-stream bottom -all-objectsregistry.sagecontinuum.org/yonghokim/object-co...object-counter-bottom{\"resource.gpu\":\"true\"}object-counter-bottom2022-11-04 20:31:30.108171137+00:00000048b02d05a1c7W026sys.scheduler.status.plugin.launchedNaNcompleted2022-11-04 20:32:07.460027798+00:00NaTRunning
13468574933f-3e2f-419e-5776-1b2fcbeaa6fesound-event-detectionNaNsound-event-detection-pt4hf000048b02d05a1c7.ws-nxcorePending--DURATION_S 5 --PUBLISHregistry.sagecontinuum.org/dariodematties/soun...sound-event-detectionnullsound-event-detection2022-11-04 20:32:07.624034950+00:00000048b02d05a1c7W026sys.scheduler.status.plugin.launchedNaNcompleted2022-11-04 20:32:27.523305892+00:00NaTRunning
13478574933f-3e2f-419e-5776-1b2fcbeaa6feobject-counter-bottomNaNobject-counter-bottom-cqr8k000048b02d05a1c7.ws-nxcorePending-stream bottom -all-objectsregistry.sagecontinuum.org/yonghokim/object-co...object-counter-bottom{\"resource.gpu\":\"true\"}object-counter-bottom2022-11-04 20:35:03.696339920+00:00000048b02d05a1c7W026sys.scheduler.status.plugin.launchedNaNcompleted2022-11-04 20:35:29.842647120+00:00NaTRunning
\n", + "

1275 rows × 20 columns

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"1345 -stream bottom -all-objects \n", + "1346 --DURATION_S 5 --PUBLISH \n", + "1347 -stream bottom -all-objects \n", + "\n", + " plugin_image \\\n", + "608 registry.sagecontinuum.org/seonghapark/cloud-c... \n", + "609 registry.sagecontinuum.org/dariodematties/soun... \n", + "610 registry.sagecontinuum.org/seonghapark/surface... \n", + "611 registry.sagecontinuum.org/yonghokim/object-co... \n", + "612 registry.sagecontinuum.org/seonghapark/cloud-c... \n", + "... ... \n", + "1343 registry.sagecontinuum.org/seonghapark/cloud-c... \n", + "1344 registry.sagecontinuum.org/bhupendraraut/cloud... \n", + "1345 registry.sagecontinuum.org/yonghokim/object-co... \n", + "1346 registry.sagecontinuum.org/dariodematties/soun... \n", + "1347 registry.sagecontinuum.org/yonghokim/object-co... \n", + "\n", + " plugin_name plugin_selector \\\n", + "608 cloud-cover-top {\"resource.gpu\":\"true\"} \n", + "609 sound-event-detection null \n", + "610 surfacewater-classifier {\"resource.gpu\":\"true\"} \n", + "611 object-counter-bottom {\"resource.gpu\":\"true\"} \n", + "612 cloud-cover-top {\"resource.gpu\":\"true\"} \n", + "... ... ... \n", + "1343 cloud-cover-top {\"resource.gpu\":\"true\"} \n", + "1344 cloud-motion-top {\"resource.gpu\":\"true\"} \n", + "1345 object-counter-bottom {\"resource.gpu\":\"true\"} \n", + "1346 sound-event-detection null \n", + "1347 object-counter-bottom {\"resource.gpu\":\"true\"} \n", + "\n", + " plugin_task timestamp \\\n", + "608 cloud-cover-top 2022-11-03 20:40:33.872722197+00:00 \n", + "609 sound-event-detection 2022-11-03 20:40:33.909104771+00:00 \n", + "610 surfacewater-classifier 2022-11-03 20:45:13.689271762+00:00 \n", + "611 object-counter-bottom 2022-11-03 20:45:13.785838626+00:00 \n", + "612 cloud-cover-top 2022-11-03 20:50:05.579357842+00:00 \n", + "... ... ... \n", + "1343 cloud-cover-top 2022-11-04 20:30:05.520280365+00:00 \n", + "1344 cloud-motion-top 2022-11-04 20:31:23.132265310+00:00 \n", + "1345 object-counter-bottom 2022-11-04 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"\n", + " end_state completed_at \\\n", + "608 unknown NaT \n", + "609 unknown NaT \n", + "610 completed 2022-11-03 20:48:58.470103750+00:00 \n", + "611 completed 2022-11-03 20:49:08.486329415+00:00 \n", + "612 completed 2022-11-03 21:01:24.641095519+00:00 \n", + "... ... ... \n", + "1343 completed 2022-11-04 20:31:22.923215173+00:00 \n", + "1344 failed NaT \n", + "1345 completed 2022-11-04 20:32:07.460027798+00:00 \n", + "1346 completed 2022-11-04 20:32:27.523305892+00:00 \n", + "1347 completed 2022-11-04 20:35:29.842647120+00:00 \n", + "\n", + " failed_at plugin_status_by_scheduler \n", + "608 NaN NaN \n", + "609 NaN NaN \n", + "610 NaN NaN \n", + "611 NaN NaN \n", + "612 NaN NaN \n", + "... ... ... \n", + "1343 NaT Running \n", + "1344 2022-11-04 20:31:29.992243934+00:00 Running \n", + "1345 NaT Running \n", + "1346 NaT Running \n", + "1347 NaT Running \n", + "\n", + "[1275 rows x 20 columns]" + ] + }, + "execution_count": 261, + "metadata": {}, + "output_type": "execute_result" + } 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fix, ax = plt.subplots()\n", + "stat_w024.unstack(fill_value=0).reset_index().plot(kind='bar', x=\"plugin_name\", grid=True, stacked=True, ax=ax)\n", + "stat_w026.unstack(fill_value=0).reset_index().plot(kind='bar', x=\"plugin_name\", grid=True, stacked=True, ax=ax)" + ] + }, + { + "cell_type": "code", + "execution_count": 420, + "id": "dc393156", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 420, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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vsnW024W026
plugin_nameend_state
cloud-cover-topcompleted82132
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imagesampler-bottomcompleted1825
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imagesampler-topcompleted1923
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" + ], + "text/plain": [ + "vsn W024 W026\n", + "plugin_name end_state \n", + "cloud-cover-top completed 82 132\n", + " failed 1 4\n", + " unknown 11 7\n", + "cloud-motion-top failed 63 47\n", + " unknown 3 1\n", + "imagesampler-bottom completed 18 25\n", + " unknown 3 0\n", + "imagesampler-top completed 19 23\n", + " unknown 3 1\n", + "object-counter-bottom completed 127 286\n", + " failed 1 2\n", + " unknown 10 2\n", + "sound-event-detection completed 95 139\n", + " failed 3 0\n", + " unknown 14 4\n", + "surfacewater-classifier completed 145 0\n", + " unknown 4 0" + ] + }, + "execution_count": 421, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "grouped.size().unstack(fill_value=0)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "0e83aee5", + "metadata": {}, + "outputs": [], + "source": [ + "import cv2\n", + "import matplotlib.pyplot as plt\n", + "cap = cv2.VideoCapture(\"/Users/yonghokim/Downloads/test.mp4\")" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "0d33c60e", + "metadata": {}, + "outputs": [], + "source": [ + "img = cap.read()" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "a302727d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "ename": "", + "evalue": "", + "output_type": "error", + "traceback": [ + "\u001b[1;31mThe Kernel crashed while executing code in the the current cell or a previous cell. Please review the code in the cell(s) to identify a possible cause of the failure. Click here for more info. View Jupyter log for further details." + ] + } + ], + "source": [ + "plt.imshow(img[1])" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3.10.7 64-bit", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.6" + }, + "vscode": { + "interpreter": { + "hash": "aee8b7b246df8f9039afb4144a1f6fd8d2ca17a180786b69acc140d282b71a49" + } + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/scripts/analysis/utils.py b/scripts/analysis/utils.py index b95e2da..6e8d832 100644 --- a/scripts/analysis/utils.py +++ b/scripts/analysis/utils.py @@ -56,6 +56,7 @@ def fill_completion_failure(df): found = failed[failed.k3s_pod_instance == p.k3s_pod_instance] if len(found) > 0: launched.loc[index, "failed_at"] = found.iloc[0].timestamp + launched.loc[index, "execution_time"] = (found.iloc[0].timestamp - p.timestamp).total_seconds() launched.loc[index, "reason"] = found.iloc[0].reason if "error_log" in found.iloc[0]: launched.loc[index, "error_log"] = found.iloc[0]["error_log"] From e7939295a5f2380872ea6aa178135da560cf9226 Mon Sep 17 00:00:00 2001 From: Yongho Kim Date: Thu, 16 Nov 2023 11:29:22 -0600 Subject: [PATCH 2/7] Plugin name is checked against RFC 1112 --- pkg/cloudscheduler/cloudscheduler.go | 4 ++++ pkg/cloudscheduler/validator.go | 11 +++++++++++ 2 files changed, 15 insertions(+) diff --git a/pkg/cloudscheduler/cloudscheduler.go b/pkg/cloudscheduler/cloudscheduler.go index c7c4a0f..5cd0c31 100644 --- a/pkg/cloudscheduler/cloudscheduler.go +++ b/pkg/cloudscheduler/cloudscheduler.go @@ -122,6 +122,10 @@ func (cs *CloudScheduler) ValidateJobAndCreateScienceGoal(jobID string, user *Us continue } for _, plugin := range job.Plugins { + if !cs.Validator.IsPluginNameValid(plugin.Name) { + errorList = append(errorList, fmt.Errorf("plugin name %q must consist of up to 256 alphanumeric characters with '-' or '.' in the middle, RFC1123", plugin.Name)) + continue + } pluginImage, err := plugin.GetPluginImage() if err != nil { errorList = append(errorList, fmt.Errorf("%s does not specify plugin image", plugin.Name)) diff --git a/pkg/cloudscheduler/validator.go b/pkg/cloudscheduler/validator.go index d91781e..1142a46 100644 --- a/pkg/cloudscheduler/validator.go +++ b/pkg/cloudscheduler/validator.go @@ -59,6 +59,17 @@ func (jv *JobValidator) GetPluginManifest(pluginImage string, updateDBIfNotExist } } +// IsPluginNameValid checks if given plugin name is valid. +// Plugin name must follow RFC 1123. +// Reference: https://kubernetes.io/docs/concepts/overview/working-with-objects/names/#dns-subdomain-names +func (jv *JobValidator) IsPluginNameValid(name string) bool { + if len(name) > 256 { + return false + } + var validNamePattern = regexp.MustCompile("^[a-z0-9-]+$") + return validNamePattern.MatchString(name) +} + // LoadDatabase loads node and plugin manifests // this function should be called only at initialization func (jv *JobValidator) LoadDatabase() error { From 7b25ee6542c5b2805703715af7fddfad81d243a7 Mon Sep 17 00:00:00 2001 From: Yongho Kim Date: Thu, 16 Nov 2023 15:51:32 -0600 Subject: [PATCH 3/7] Removed plugin-instance label from Deployment and Daemonset to do kubectl apply. The label only applies to Pod --- pkg/nodescheduler/resourcemanager.go | 15 ++++++++------- 1 file changed, 8 insertions(+), 7 deletions(-) diff --git a/pkg/nodescheduler/resourcemanager.go b/pkg/nodescheduler/resourcemanager.go index 21d4266..a99cbbb 100644 --- a/pkg/nodescheduler/resourcemanager.go +++ b/pkg/nodescheduler/resourcemanager.go @@ -111,13 +111,12 @@ func generateRandomString(n int) string { func (rm *ResourceManager) labelsForPlugin(plugin *datatype.Plugin) map[string]string { labels := map[string]string{ - "app": plugin.Name, - "app.kubernetes.io/name": plugin.Name, - "app.kubernetes.io/managed-by": rm.runner, - "app.kubernetes.io/created-by": rm.runner, - "sagecontinuum.org/plugin-job": plugin.PluginSpec.Job, - "sagecontinuum.org/plugin-task": plugin.Name, - "sagecontinuum.org/plugin-instance": plugin.Name + "-" + generateRandomString(6), + "app": plugin.Name, + "app.kubernetes.io/name": plugin.Name, + "app.kubernetes.io/managed-by": rm.runner, + "app.kubernetes.io/created-by": rm.runner, + "sagecontinuum.org/plugin-job": plugin.PluginSpec.Job, + "sagecontinuum.org/plugin-task": plugin.Name, } // in develop mode, we omit the role labels to opt out of network traffic filtering @@ -731,6 +730,8 @@ func (rm *ResourceManager) CreatePodTemplate(pr *datatype.PluginRuntime) (*apiv1 if err != nil { return nil, err } + // add instance label to distinguish between Pods of the same plugin + template.Labels["sagecontinuum.org/plugin-instance"] = pr.Plugin.Name + "-" + generateRandomString(6) template.Spec.RestartPolicy = apiv1.RestartPolicyNever return &apiv1.Pod{ ObjectMeta: metav1.ObjectMeta{ From d114273090b870e7fdb485152afc2cc1683146b5 Mon Sep 17 00:00:00 2001 From: Yongho Kim Date: Thu, 16 Nov 2023 15:52:47 -0600 Subject: [PATCH 4/7] Added reference on the fact that Pod is not designed to be updated --- pkg/nodescheduler/resourcemanager.go | 2 ++ 1 file changed, 2 insertions(+) diff --git a/pkg/nodescheduler/resourcemanager.go b/pkg/nodescheduler/resourcemanager.go index a99cbbb..021a9f8 100644 --- a/pkg/nodescheduler/resourcemanager.go +++ b/pkg/nodescheduler/resourcemanager.go @@ -731,6 +731,8 @@ func (rm *ResourceManager) CreatePodTemplate(pr *datatype.PluginRuntime) (*apiv1 return nil, err } // add instance label to distinguish between Pods of the same plugin + // reference on the fact that Pods are not designed to be updated + // https://github.com/kubernetes/kubernetes/issues/24913#issuecomment-694817890 template.Labels["sagecontinuum.org/plugin-instance"] = pr.Plugin.Name + "-" + generateRandomString(6) template.Spec.RestartPolicy = apiv1.RestartPolicyNever return &apiv1.Pod{ From 0475d7a2b6b84776d8c5ae9f41794de34e85d1a6 Mon Sep 17 00:00:00 2001 From: Yongho Kim Date: Fri, 17 Nov 2023 13:07:31 -0600 Subject: [PATCH 5/7] The submit POST API does not create a job when failing validation --- pkg/cloudscheduler/api_server.go | 11 +++++---- pkg/cloudscheduler/cloudscheduler.go | 34 +++++++++++++++++++--------- 2 files changed, 29 insertions(+), 16 deletions(-) diff --git a/pkg/cloudscheduler/api_server.go b/pkg/cloudscheduler/api_server.go index 657c9fb..57a3aa7 100644 --- a/pkg/cloudscheduler/api_server.go +++ b/pkg/cloudscheduler/api_server.go @@ -324,7 +324,7 @@ func (api *APIServer) handlerSubmitJobs(w http.ResponseWriter, r *http.Request) return } } - errorList := api.cloudScheduler.ValidateJobAndCreateScienceGoal(queries.Get("id"), user, flagDryRun) + errorList := api.cloudScheduler.ValidateJobAndCreateScienceGoalForExistingJob(queries.Get("id"), user, flagDryRun) if len(errorList) > 0 { response := datatype.NewAPIMessageBuilder().AddError(fmt.Sprintf("%v", errorList)).Build() respondJSON(w, http.StatusBadRequest, response.ToJson()) @@ -362,16 +362,17 @@ func (api *APIServer) handlerSubmitJobs(w http.ResponseWriter, r *http.Request) return } newJob.User = user.GetUserName() - jobID := api.cloudScheduler.GoalManager.AddJob(newJob) - errorList := api.cloudScheduler.ValidateJobAndCreateScienceGoal(jobID, user, flagDryRun) + sg, errorList := api.cloudScheduler.ValidateJobAndCreateScienceGoal(newJob, user) if len(errorList) > 0 { response := datatype.NewAPIMessageBuilder(). - AddEntity("job_id", jobID). - AddEntity("message", "job is added, but failed to be validated. Please edit the job and try again."). + AddEntity("job_name", newJob.Name). + AddEntity("message", "validation failed. Please revise the job and try again."). AddError(fmt.Sprintf("%v", errorList)).Build() respondJSON(w, http.StatusBadRequest, response.ToJson()) return } else { + newJob.ScienceGoal = sg + jobID := api.cloudScheduler.GoalManager.AddJob(newJob) response := datatype.NewAPIMessageBuilder().AddEntity("job_id", jobID) if flagDryRun { response = response.AddEntity("dryrun", true) diff --git a/pkg/cloudscheduler/cloudscheduler.go b/pkg/cloudscheduler/cloudscheduler.go index 5cd0c31..225c38f 100644 --- a/pkg/cloudscheduler/cloudscheduler.go +++ b/pkg/cloudscheduler/cloudscheduler.go @@ -67,11 +67,7 @@ func (cs *CloudScheduler) Configure() error { return nil } -func (cs *CloudScheduler) ValidateJobAndCreateScienceGoal(jobID string, user *User, dryrun bool) (errorList []error) { - job, err := cs.GoalManager.GetJob(jobID) - if err != nil { - return []error{err} - } +func (cs *CloudScheduler) ValidateJobAndCreateScienceGoal(job *datatype.Job, user *User) (scienceGoal *datatype.ScienceGoal, errorList []error) { scienceGoalBuilder := datatype.NewScienceGoalBuilder(job.Name, job.JobID) logger.Info.Printf("Validating %s...", job.Name) // Step 1: Resolve node tags @@ -79,12 +75,14 @@ func (cs *CloudScheduler) ValidateJobAndCreateScienceGoal(jobID string, user *Us // TODO: Jobs may be submitted without nodes in the future // For example, Chicago nodes without having any node in Chicago yet if len(job.Nodes) < 1 { - return []error{fmt.Errorf("Node is not selected")} + errorList = append(errorList, fmt.Errorf("Node is not selected")) + return } // Check if email is set for notification if len(job.NotificationOn) > 0 { if job.Email == "" { - return []error{fmt.Errorf("No email is set for notification")} + errorList = append(errorList, fmt.Errorf("No email is set for notification")) + return } // Check if given notification types are valid for _, s := range job.NotificationOn { @@ -200,21 +198,35 @@ func (cs *CloudScheduler) ValidateJobAndCreateScienceGoal(jobID string, user *Us scienceGoalBuilder = scienceGoalBuilder.AddSubGoal(nodeName, approvedPlugins, rules) } if len(errorList) > 0 { - logger.Info.Printf("Validation failed for Job ID %q: %v", jobID, errorList) - return errorList + logger.Info.Printf("Validation failed for Job %q: %v", job.Name, errorList) + } else { + scienceGoal = scienceGoalBuilder.Build() + logger.Info.Printf("A new goal %q is generated for Job %q", scienceGoal.ID, job.Name) + } + return +} + +func (cs *CloudScheduler) ValidateJobAndCreateScienceGoalForExistingJob(jobID string, user *User, dryrun bool) (errorList []error) { + job, err := cs.GoalManager.GetJob(jobID) + if err != nil { + return []error{err} + } + sg, errorList := cs.ValidateJobAndCreateScienceGoal(job, user) + if len(errorList) > 0 { + return } logger.Info.Printf("Updating science goal for JOB ID %q", jobID) if job.ScienceGoal != nil { logger.Info.Printf("job ID %q has an existing goal %q. dropping it first...", jobID, job.ScienceGoal.ID) cs.GoalManager.RemoveScienceGoal(job.ScienceGoal.ID) } - job.ScienceGoal = scienceGoalBuilder.Build() + job.ScienceGoal = sg if dryrun { cs.GoalManager.UpdateJob(job, false) } else { cs.GoalManager.UpdateJob(job, true) } - return nil + return } func (cs *CloudScheduler) updateNodes(nodes []string) { From 2e2d15b5090ab7983fd6bb070fb2eeed507a8493 Mon Sep 17 00:00:00 2001 From: Yongho Kim Date: Fri, 17 Nov 2023 14:21:25 -0600 Subject: [PATCH 6/7] Plugin names are checked; they need to be unique in a job --- pkg/cloudscheduler/cloudscheduler.go | 8 +++++++- 1 file changed, 7 insertions(+), 1 deletion(-) diff --git a/pkg/cloudscheduler/cloudscheduler.go b/pkg/cloudscheduler/cloudscheduler.go index 225c38f..223671a 100644 --- a/pkg/cloudscheduler/cloudscheduler.go +++ b/pkg/cloudscheduler/cloudscheduler.go @@ -119,11 +119,17 @@ func (cs *CloudScheduler) ValidateJobAndCreateScienceGoal(job *datatype.Job, use errorList = append(errorList, fmt.Errorf("%s does not exist", nodeName)) continue } + // pluginNameForDuplication checks if plugin names are duplicate + pluginNameForDuplication := map[string]bool{} for _, plugin := range job.Plugins { if !cs.Validator.IsPluginNameValid(plugin.Name) { errorList = append(errorList, fmt.Errorf("plugin name %q must consist of up to 256 alphanumeric characters with '-' or '.' in the middle, RFC1123", plugin.Name)) continue } + if _, found := pluginNameForDuplication[plugin.Name]; found { + errorList = append(errorList, fmt.Errorf("the plugin name %q is duplicated. plugin names must be unique", plugin.Name)) + continue + } pluginImage, err := plugin.GetPluginImage() if err != nil { errorList = append(errorList, fmt.Errorf("%s does not specify plugin image", plugin.Name)) @@ -164,7 +170,6 @@ func (cs *CloudScheduler) ValidateJobAndCreateScienceGoal(job *datatype.Job, use continue } logger.Info.Printf("%s passed Check 3", plugin.Name) - // Check 4: the required resource is available in node devices // for _, c := range supportedComputes { // supported, _ := c.GetUnsupportedPluginProfiles(pluginManifest) @@ -181,6 +186,7 @@ func (cs *CloudScheduler) ValidateJobAndCreateScienceGoal(job *datatype.Job, use // } // } approvedPlugins = append(approvedPlugins, plugin) + pluginNameForDuplication[plugin.Name] = true } // Check 4: conditions of job are valid From d6b49e31773b91a0d2cdffcd7271ed59eeb0d036 Mon Sep 17 00:00:00 2001 From: Yongho Kim Date: Mon, 20 Nov 2023 09:39:27 -0600 Subject: [PATCH 7/7] Improved --dry-run for job submission; Added jobID prefix to Pod name --- data/jobs/a_policy_example.yaml | 6 ++-- pkg/cloudscheduler/api_server.go | 10 +++++-- pkg/cloudscheduler/validator.go | 4 ++- pkg/datatype/job.go | 7 +++++ pkg/datatype/plugin.go | 1 + pkg/nodescheduler/nodescheduler.go | 43 ++++++++++++++++------------ pkg/nodescheduler/resourcemanager.go | 4 +++ 7 files changed, 49 insertions(+), 26 deletions(-) diff --git a/data/jobs/a_policy_example.yaml b/data/jobs/a_policy_example.yaml index efd3e6b..bdfba59 100644 --- a/data/jobs/a_policy_example.yaml +++ b/data/jobs/a_policy_example.yaml @@ -16,10 +16,10 @@ plugins: - -c - "echo hello world; sleep 5; echo bye" nodes: - W023: + W097: scienceRules: -- "myfirstapp: True" -- "mysecondapp: True" +- "schedule(myfirstapp): True" +- "schedule(mysecondapp): True" #- "myfirstapp: cronjob('myfirstapp', '0 * * * *')" successcriteria: - WallClock(1d) diff --git a/pkg/cloudscheduler/api_server.go b/pkg/cloudscheduler/api_server.go index 57a3aa7..da0128f 100644 --- a/pkg/cloudscheduler/api_server.go +++ b/pkg/cloudscheduler/api_server.go @@ -324,6 +324,7 @@ func (api *APIServer) handlerSubmitJobs(w http.ResponseWriter, r *http.Request) return } } + // TODO: we should not commit to change on the existing goal of job when --dry-run is given errorList := api.cloudScheduler.ValidateJobAndCreateScienceGoalForExistingJob(queries.Get("id"), user, flagDryRun) if len(errorList) > 0 { response := datatype.NewAPIMessageBuilder().AddError(fmt.Sprintf("%v", errorList)).Build() @@ -372,12 +373,15 @@ func (api *APIServer) handlerSubmitJobs(w http.ResponseWriter, r *http.Request) return } else { newJob.ScienceGoal = sg - jobID := api.cloudScheduler.GoalManager.AddJob(newJob) - response := datatype.NewAPIMessageBuilder().AddEntity("job_id", jobID) + response := datatype.NewAPIMessageBuilder().AddEntity("job_name", newJob.Name) if flagDryRun { response = response.AddEntity("dryrun", true) } else { - response = response.AddEntity("state", datatype.JobSubmitted) + jobID := api.cloudScheduler.GoalManager.AddJob(newJob) + newJob.UpdateJobID(jobID) + api.cloudScheduler.GoalManager.UpdateJob(newJob, true) + response = response.AddEntity("job_id", jobID). + AddEntity("state", datatype.JobSubmitted) } respondJSON(w, http.StatusOK, response.Build().ToJson()) return diff --git a/pkg/cloudscheduler/validator.go b/pkg/cloudscheduler/validator.go index 1142a46..c84c62b 100644 --- a/pkg/cloudscheduler/validator.go +++ b/pkg/cloudscheduler/validator.go @@ -63,7 +63,9 @@ func (jv *JobValidator) GetPluginManifest(pluginImage string, updateDBIfNotExist // Plugin name must follow RFC 1123. // Reference: https://kubernetes.io/docs/concepts/overview/working-with-objects/names/#dns-subdomain-names func (jv *JobValidator) IsPluginNameValid(name string) bool { - if len(name) > 256 { + // the maximum length allowed is 256, but the scheduler may use several characters + // to indicate job ID when it names a plugin, thus reduce length of user plugins to 200 + if len(name) > 200 { return false } var validNamePattern = regexp.MustCompile("^[a-z0-9-]+$") diff --git a/pkg/datatype/job.go b/pkg/datatype/job.go index b3a4f3a..e8c8027 100644 --- a/pkg/datatype/job.go +++ b/pkg/datatype/job.go @@ -144,6 +144,13 @@ func (j *Job) DropNode(nodeName string) { } } +func (j *Job) UpdateJobID(id string) { + j.JobID = id + if j.ScienceGoal != nil { + j.ScienceGoal.JobID = id + } +} + // ConvertToTemplate returns a new job object that contains the job description. The new job object does // not contain user-specific information such as job ID, owner, email, etc. This is mostly useful // when someone creates a new job from an existing job. diff --git a/pkg/datatype/plugin.go b/pkg/datatype/plugin.go index 0605e05..a52d76a 100644 --- a/pkg/datatype/plugin.go +++ b/pkg/datatype/plugin.go @@ -11,6 +11,7 @@ type Plugin struct { Name string `json:"name" yaml:"name"` PluginSpec *PluginSpec `json:"plugin_spec" yaml:"pluginSpec,omitempty"` GoalID string `json:"goal_id,omitempty" yaml:"goalID,omitempty"` + JobID string `json:"job_id,omitempty" yaml:"jobID,omitempty"` } func (p *Plugin) GetPluginImage() (string, error) { diff --git a/pkg/nodescheduler/nodescheduler.go b/pkg/nodescheduler/nodescheduler.go index 67da2ca..28eb2dd 100644 --- a/pkg/nodescheduler/nodescheduler.go +++ b/pkg/nodescheduler/nodescheduler.go @@ -123,6 +123,9 @@ func (ns *NodeScheduler) Run() { pr := datatype.NewPluginRuntimeWithScienceRule(_p, *r) // TODO: we enable plugin-controller always. we will want to control this later. pr.SetPluginController(true) + // we name Kubenetes Pod of the plugin using << pluginName-jobID >> + // to distinguish the same plugin names from different jobs + pr.Plugin.JobID = sg.JobID if _pr := ns.waitingQueue.Pop(pr); _pr != nil { ns.readyQueue.Push(pr) triggerScheduling = true @@ -269,27 +272,29 @@ func (ns *NodeScheduler) registerGoal(goal *datatype.ScienceGoal) { func (ns *NodeScheduler) cleanUpGoal(goal *datatype.ScienceGoal) { ns.Knowledgebase.DropRules(goal.Name) - for _, p := range goal.GetMySubGoal(ns.NodeID).GetPlugins() { - _p := *p - pr := &datatype.PluginRuntime{ - Plugin: _p, - } - if a := ns.waitingQueue.Pop(pr); a != nil { - logger.Debug.Printf("plugin %s is removed from the waiting queue", p.Name) - } - if a := ns.readyQueue.Pop(pr); a != nil { - logger.Debug.Printf("plugin %s is removed from the ready queue", p.Name) - } - if a := ns.scheduledPlugins.Pop(pr); a != nil { - if pod, err := ns.ResourceManager.GetPod(a.Plugin.Name); err != nil { - logger.Error.Printf("Failed to get pod of the plugin %q", a.Plugin.Name) - } else { - e := datatype.NewEventBuilder(datatype.EventPluginStatusFailed).AddPluginMeta(&a.Plugin).AddPodMeta(pod).AddReason("Cleaning up the plugin due to deletion of the goal").Build() - ns.LogToBeehive.SendWaggleMessageOnNodeAsync(e.ToWaggleMessage(), "all") + if mySubGoal := goal.GetMySubGoal(ns.NodeID); mySubGoal != nil { + for _, p := range goal.GetMySubGoal(ns.NodeID).GetPlugins() { + _p := *p + pr := &datatype.PluginRuntime{ + Plugin: _p, } - ns.ResourceManager.RemovePlugin(&a.Plugin) - logger.Debug.Printf("plugin %s is removed from running", p.Name) + if a := ns.waitingQueue.Pop(pr); a != nil { + logger.Debug.Printf("plugin %s is removed from the waiting queue", p.Name) + } + if a := ns.readyQueue.Pop(pr); a != nil { + logger.Debug.Printf("plugin %s is removed from the ready queue", p.Name) + } + if a := ns.scheduledPlugins.Pop(pr); a != nil { + if pod, err := ns.ResourceManager.GetPod(a.Plugin.Name); err != nil { + logger.Error.Printf("Failed to get pod of the plugin %q", a.Plugin.Name) + } else { + e := datatype.NewEventBuilder(datatype.EventPluginStatusFailed).AddPluginMeta(&a.Plugin).AddPodMeta(pod).AddReason("Cleaning up the plugin due to deletion of the goal").Build() + ns.LogToBeehive.SendWaggleMessageOnNodeAsync(e.ToWaggleMessage(), "all") + } + ns.ResourceManager.RemovePlugin(&a.Plugin) + logger.Debug.Printf("plugin %s is removed from running", p.Name) + } } } ns.GoalManager.DropGoal(goal.ID) diff --git a/pkg/nodescheduler/resourcemanager.go b/pkg/nodescheduler/resourcemanager.go index 021a9f8..734e342 100644 --- a/pkg/nodescheduler/resourcemanager.go +++ b/pkg/nodescheduler/resourcemanager.go @@ -1151,6 +1151,10 @@ func (rm *ResourceManager) CleanUp() error { func (rm *ResourceManager) LaunchAndWatchPlugin(pr *datatype.PluginRuntime) { logger.Debug.Printf("Running plugin %q...", pr.Plugin.Name) pod, err := rm.CreatePodTemplate(pr) + // we override the plugin name to distinguish the same plugin name from different jobs + if pr.Plugin.JobID != "" { + pod.SetName(fmt.Sprintf("%s-%s", pod.GetName(), pr.Plugin.JobID)) + } if err != nil { logger.Error.Printf("Failed to create Kubernetes Pod for %q: %q", pr.Plugin.Name, err.Error()) rm.Notifier.Notify(datatype.NewEventBuilder(datatype.EventPluginStatusFailed).AddReason(err.Error()).AddPluginMeta(&pr.Plugin).Build())